{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 卷积神经网络\n",
    "常见的结构为卷积层+池化层+全连接层组成，下面我们实现一个简单的卷积神经网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (conv1): Conv2d(3, 64, kernel_size=(3, 3), stride=(2, 2))\n",
      "  (conv2): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1))\n",
      "  (conv3): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1))\n",
      "  (fc1): Linear(in_features=36864, out_features=256, bias=True)\n",
      "  (fc2): Linear(in_features=256, out_features=128, bias=True)\n",
      "  (fc3): Linear(in_features=128, out_features=2, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "\n",
    "class Net(nn.Module):\n",
    "\n",
    "    def __init__(self):\n",
    "        super(Net, self).__init__()\n",
    "        # 第一个卷积层， 输入图像通道为3 , 输出的通道数为64 , 卷积核大小为3x3\n",
    "        self.conv1 = nn.Conv2d(3, 64, 3, stride=2)\n",
    "        # 第二个卷积层， 输入通道数为64 , 输出的通道数为128 , 卷积核大小为3x3\n",
    "        self.conv2 = nn.Conv2d(64, 128, 3)\n",
    "        # 第三个卷积层， 输入通道数为128 , 输出的通道数为256 , 卷积核大小为3x3\n",
    "        self.conv3 = nn.Conv2d(128, 256, 3)\n",
    "        # 第一个全连接层\n",
    "        self.fc1 = nn.Linear(256 * 12 * 12, 256)\n",
    "        # 第二个全连接层\n",
    "        self.fc2 = nn.Linear(256, 128)\n",
    "        # 最后的全连接层，输出为2代表2分类\n",
    "        self.fc3 = nn.Linear(128, 2)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # 输入图像经过第一个卷积层卷积\n",
    "        x = self.conv1(x)\n",
    "        # 卷积后经过relu激活函数层\n",
    "        x = F.relu(x)\n",
    "        # 使用 2*2大小的 最大池化层进行池化\n",
    "        x = F.max_pool2d(x, (2, 2))\n",
    "        # 经过第二个卷积层卷积\n",
    "        x = self.conv2(x)\n",
    "        # 卷积后经过relu激活函数层\n",
    "        x = F.relu(x)\n",
    "        # 使用 2*2大小的 最大池化层进行池化\n",
    "        x = F.max_pool2d(x, (2, 2))\n",
    "        # 经过第三个卷积层卷积\n",
    "        x = self.conv3(x)\n",
    "        # 卷积后经过relu激活函数层\n",
    "        x = F.relu(x)\n",
    "        # 使用 2*2大小的 最大池化层进行池化\n",
    "        x = F.max_pool2d(x, (2, 2))\n",
    "        # 将卷积后的二维的特征图展开为一维向量用于全连接层的输入\n",
    "        x = x.view(-1, x.size()[1:].numel())\n",
    "        # 经过第一个全连接层和relu激活函数\n",
    "        x = F.relu(self.fc1(x))\n",
    "        # 经过第二个全连接层和relu激活函数\n",
    "        x = F.relu(self.fc2(x))\n",
    "        # 经过最终的全连接层分类\n",
    "        x = self.fc3(x)\n",
    "        return x\n",
    "    \n",
    "#     def num_flat_features(self, x):\n",
    "#         # 拉平后的特征空间的大小，x = x.view(-1, self.num_flat_features（x）)可简化为x.view(-1, x.size()[1:].numel()),numel为内置函数。输入的tensor的元素个数/特征空间大小\n",
    "#         size = x.size()[1:] \n",
    "#         num_features = 1\n",
    "#         for s in size:\n",
    "#             num_features *= s\n",
    "#         return num_features\n",
    "\n",
    "# 构建网络\n",
    "net = Net()\n",
    "print(net)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据处理\n",
    "### 1.数据载入\n",
    "使用torchvision和torch.utils.data包来载入数据。\n",
    "训练数据中两类数据各包含120张图片，验证集中两类数据各包含75张图片。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function, division\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from torch.optim import lr_scheduler\n",
    "import numpy as np\n",
    "import torchvision\n",
    "from torchvision import datasets, models, transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "import os\n",
    "import copy\n",
    "\n",
    "# 开启交互模式，可以同时打开多个窗口显示图片或线条进行比较\n",
    "plt.ion()\n",
    "\n",
    "data_transforms = {\n",
    "    # 训练中的数据增强和归一化\n",
    "    'train': transforms.Compose([\n",
    "        transforms.RandomResizedCrop(224), # 随机裁剪\n",
    "        transforms.RandomHorizontalFlip(), # 左右翻转\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]) # 均值，方差标准化\n",
    "    ]), \n",
    "    # 验证集不增强，仅进行标准化\n",
    "    'val': transforms.Compose([\n",
    "        transforms.Resize(256),\n",
    "        transforms.CenterCrop(224),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "    ]),\n",
    "}\n",
    "\n",
    "data_dir = 'datasets/hymenoptera_data'\n",
    "image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x),\n",
    "                                          data_transforms[x])\n",
    "                  for x in ['train', 'val']}\n",
    "dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=4,\n",
    "                                             shuffle=True, num_workers=4)\n",
    "              for x in ['train', 'val']}\n",
    "dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val']}\n",
    "class_names = image_datasets['train'].classes\n",
    "\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.数据增强可视化\n",
    "可视化一些增强后的图片来查看效果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def imshow(inp, title=None):\n",
    "    # 将输入的类型为torch.tensor的图像数据转为numpy的ndarray格式\n",
    "    # 由于每个batch的数据是先经过transforms.ToTensor()函数从numpy的ndarray格式转换为torch.tensor格式，这个转换主要是通道顺序上做了调整：\n",
    "    # 由原始的numpy中的BGR顺序转换为torch中的RGB顺序\n",
    "    # 所以我们在可视化时候，要先将通道的顺序转换回来，即从RGB转回BGR\n",
    "    inp = inp.numpy().transpose((1, 2, 0))\n",
    "    # 接着再进行反归一化\n",
    "    mean = np.array([0.485, 0.456, 0.406])\n",
    "    std = np.array([0.229, 0.224, 0.225])\n",
    "    inp = std * inp + mean\n",
    "    inp = np.clip(inp, 0, 1)\n",
    "    plt.imshow(inp)\n",
    "    if title is not None:\n",
    "        plt.title(title)\n",
    "    plt.pause(0.001)\n",
    "\n",
    "#  从训练数据中取一个batch的图片\n",
    "inputs, classes = next(iter(dataloaders['train']))\n",
    "\n",
    "out = torchvision.utils.make_grid(inputs)\n",
    "\n",
    "imshow(out, title=[class_names[x] for x in classes])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_model(model, criterion, optimizer, scheduler, num_epochs=25):\n",
    "    # 标记训练的起始时间\n",
    "    since = time.time()\n",
    "\n",
    "    best_model_wts = copy.deepcopy(model.state_dict())# 模型最优权重初始化\n",
    "    best_acc = 0.0 # 最优准确度\n",
    "\n",
    "    # 训练主体代码块，完成各数值的更新\n",
    "    for epoch in range(num_epochs):\n",
    "        print('Epoch {}/{}'.format(epoch, num_epochs - 1))\n",
    "        print('-' * 10)\n",
    "\n",
    "        # 每一个epoch都会进行一次验证\n",
    "        for phase in ['train', 'val']:\n",
    "            if phase == 'train':\n",
    "                model.train()  # 设置模型为训练模式\n",
    "            else:\n",
    "                model.eval()   # 设置模型为验证模式\n",
    "\n",
    "            running_loss = 0.0  # 每一次全样本计算过程当中总的loss值\n",
    "            running_corrects = 0  # 总的正确预测的个数\n",
    "\n",
    "            #  迭代所有样本\n",
    "            for inputs, labels in dataloaders[phase]:\n",
    "                # 提取输入和标签\n",
    "                inputs = inputs.to(device)\n",
    "                labels = labels.to(device)\n",
    "\n",
    "                # 将梯度归零\n",
    "                optimizer.zero_grad()\n",
    "\n",
    "                # 前向传播网络，仅在训练状态记录参数的梯度从而计算loss\n",
    "                with torch.set_grad_enabled(phase == 'train'):\n",
    "                    model.cuda()\n",
    "                    outputs = model(inputs)\n",
    "                    _, preds = torch.max(outputs, 1)\n",
    "                    loss = criterion(outputs, labels)\n",
    "\n",
    "                    # 反向传播来进行梯度下降\n",
    "                    if phase == 'train':\n",
    "                        loss.backward()\n",
    "                        optimizer.step()\n",
    "\n",
    "                # 统计loss值\n",
    "                running_loss += loss.item() * inputs.size(0)\n",
    "                running_corrects += torch.sum(preds == labels.data)\n",
    "            if phase == 'train':\n",
    "                scheduler.step()\n",
    "\n",
    "            epoch_loss = running_loss / dataset_sizes[phase]\n",
    "            epoch_acc = running_corrects.double() / dataset_sizes[phase]\n",
    "\n",
    "            print('{} Loss: {:.4f} Acc: {:.4f}'.format(\n",
    "                phase, epoch_loss, epoch_acc))\n",
    "\n",
    "            # 依据验证集的准确率来更新最优模型\n",
    "            if phase == 'val' and epoch_acc > best_acc:\n",
    "                best_acc = epoch_acc\n",
    "                best_model_wts = copy.deepcopy(model.state_dict())\n",
    "\n",
    "        print()\n",
    "    # 训练花费的总时间\n",
    "    time_elapsed = time.time() - since\n",
    "    print('Training complete in {:.0f}m {:.0f}s'.format(\n",
    "        time_elapsed // 60, time_elapsed % 60))\n",
    "    print('Best val Acc: {:4f}'.format(best_acc))# 最优的准确度\n",
    "\n",
    "    # 载入最优模型\n",
    "    model.load_state_dict(best_model_wts)\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0/24\n",
      "----------\n",
      "train Loss: 0.6943 Acc: 0.4877\n",
      "val Loss: 0.6861 Acc: 0.5490\n",
      "\n",
      "Epoch 1/24\n",
      "----------\n",
      "train Loss: 0.6901 Acc: 0.5287\n",
      "val Loss: 0.6826 Acc: 0.5425\n",
      "\n",
      "Epoch 2/24\n",
      "----------\n",
      "train Loss: 0.6875 Acc: 0.5205\n",
      "val Loss: 0.6926 Acc: 0.4967\n",
      "\n",
      "Epoch 3/24\n",
      "----------\n",
      "train Loss: 0.6815 Acc: 0.5615\n",
      "val Loss: 0.6810 Acc: 0.5556\n",
      "\n",
      "Epoch 4/24\n",
      "----------\n",
      "train Loss: 0.6688 Acc: 0.5984\n",
      "val Loss: 0.6706 Acc: 0.5948\n",
      "\n",
      "Epoch 5/24\n",
      "----------\n",
      "train Loss: 0.6571 Acc: 0.6148\n",
      "val Loss: 0.6718 Acc: 0.5882\n",
      "\n",
      "Epoch 6/24\n",
      "----------\n",
      "train Loss: 0.6746 Acc: 0.6025\n",
      "val Loss: 0.6681 Acc: 0.5752\n",
      "\n",
      "Epoch 7/24\n",
      "----------\n",
      "train Loss: 0.6419 Acc: 0.6148\n",
      "val Loss: 0.6665 Acc: 0.5817\n",
      "\n",
      "Epoch 8/24\n",
      "----------\n",
      "train Loss: 0.6394 Acc: 0.6230\n",
      "val Loss: 0.6667 Acc: 0.5752\n",
      "\n",
      "Epoch 9/24\n",
      "----------\n",
      "train Loss: 0.6402 Acc: 0.6393\n",
      "val Loss: 0.6648 Acc: 0.5752\n",
      "\n",
      "Epoch 10/24\n",
      "----------\n",
      "train Loss: 0.6392 Acc: 0.6352\n",
      "val Loss: 0.6639 Acc: 0.5752\n",
      "\n",
      "Epoch 11/24\n",
      "----------\n",
      "train Loss: 0.6277 Acc: 0.6230\n",
      "val Loss: 0.6634 Acc: 0.5752\n",
      "\n",
      "Epoch 12/24\n",
      "----------\n",
      "train Loss: 0.6235 Acc: 0.6393\n",
      "val Loss: 0.6645 Acc: 0.5817\n",
      "\n",
      "Epoch 13/24\n",
      "----------\n",
      "train Loss: 0.6280 Acc: 0.5984\n",
      "val Loss: 0.6600 Acc: 0.5948\n",
      "\n",
      "Epoch 14/24\n",
      "----------\n",
      "train Loss: 0.6336 Acc: 0.6066\n",
      "val Loss: 0.6594 Acc: 0.5948\n",
      "\n",
      "Epoch 15/24\n",
      "----------\n",
      "train Loss: 0.6215 Acc: 0.6557\n",
      "val Loss: 0.6602 Acc: 0.6078\n",
      "\n",
      "Epoch 16/24\n",
      "----------\n",
      "train Loss: 0.6308 Acc: 0.6025\n",
      "val Loss: 0.6594 Acc: 0.6013\n",
      "\n",
      "Epoch 17/24\n",
      "----------\n",
      "train Loss: 0.6251 Acc: 0.6352\n",
      "val Loss: 0.6594 Acc: 0.6013\n",
      "\n",
      "Epoch 18/24\n",
      "----------\n",
      "train Loss: 0.6149 Acc: 0.6680\n",
      "val Loss: 0.6593 Acc: 0.6078\n",
      "\n",
      "Epoch 19/24\n",
      "----------\n",
      "train Loss: 0.6296 Acc: 0.6189\n",
      "val Loss: 0.6596 Acc: 0.6078\n",
      "\n",
      "Epoch 20/24\n",
      "----------\n",
      "train Loss: 0.6213 Acc: 0.6107\n",
      "val Loss: 0.6588 Acc: 0.6013\n",
      "\n",
      "Epoch 21/24\n",
      "----------\n",
      "train Loss: 0.6216 Acc: 0.6557\n",
      "val Loss: 0.6589 Acc: 0.6013\n",
      "\n",
      "Epoch 22/24\n",
      "----------\n",
      "train Loss: 0.6215 Acc: 0.6230\n",
      "val Loss: 0.6589 Acc: 0.6078\n",
      "\n",
      "Epoch 23/24\n",
      "----------\n",
      "train Loss: 0.6238 Acc: 0.6393\n",
      "val Loss: 0.6589 Acc: 0.6078\n",
      "\n",
      "Epoch 24/24\n",
      "----------\n",
      "train Loss: 0.6221 Acc: 0.6311\n",
      "val Loss: 0.6589 Acc: 0.6078\n",
      "\n",
      "Training complete in 2m 39s\n",
      "Best val Acc: 0.607843\n"
     ]
    }
   ],
   "source": [
    "# 定义分类loss \n",
    "criterion = nn.CrossEntropyLoss()\n",
    "\n",
    "# 优化器使用sgd，学习率设置为0.001\n",
    "optimizer_ft = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "\n",
    "# 每7个epoch将lr降低为原来的0.1\n",
    "exp_lr_scheduler = lr_scheduler.StepLR(optimizer_ft, step_size=7, gamma=0.1)\n",
    "\n",
    "# 进行训练\n",
    "cnn_model = train_model(net, criterion, optimizer_ft, exp_lr_scheduler,\n",
    "                       num_epochs=25) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 可视化模型预测结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_model(model, num_images=6):\n",
    "    was_training = model.training\n",
    "    model.eval()\n",
    "    images_so_far = 0\n",
    "    fig = plt.figure()\n",
    "\n",
    "    with torch.no_grad():\n",
    "        for i, (inputs, labels) in enumerate(dataloaders['val']):\n",
    "            inputs = inputs.to(device)\n",
    "            labels = labels.to(device)\n",
    "\n",
    "            outputs = model(inputs)\n",
    "            _, preds = torch.max(outputs, 1)\n",
    "\n",
    "            for j in range(inputs.size()[0]):\n",
    "                images_so_far += 1\n",
    "                ax = plt.subplot(num_images//2, 2, images_so_far)\n",
    "                ax.axis('off')\n",
    "                ax.set_title('predicted: {}'.format(class_names[preds[j]]))\n",
    "                imshow(inputs.cpu().data[j])\n",
    "\n",
    "                if images_so_far == num_images:\n",
    "                    model.train(mode=was_training)\n",
    "                    return\n",
    "        model.train(mode=was_training)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+XSS//eCcG03ZqOs2BE7IIMlsH0fNhu7X2iLE61My1uqZjaeUhSFtgPIN4TSjqdw2eaevzeSdFvC8Ns8qPUnWToEkKdKuGIj8XrI2/6acm1XsJGYNNDZfCmsV29lRSBXIpQI/tp7E7V1nWle49gI3zJRhA0us3/Bts5W9qK23v+wj5ZumnlNK6pUpXtt4mIwHW+/DjHoTgBgjzrmM8/Tz9XaqCVSTPf4cNzXvpsY8bV4370HWOet7AVkwZI2fEltAvzidxcwy7kNGAS3mspzj+vDF88wm2loSqrlUy63P8Xavs/EKxzdVwTswusObb3d5wCmlrc8LcFaBMesHb8o+xyNtYDU1O4pzt7GGKUEMY7IilREnjbZFz2SN90YteeqUN44pUkC9fl5enNNmnOyVrS9iA+uIkFJca6eyj+LRxdP3lPz9bQElX1/Br5vPwhrFeEk0PLE2sYLcymG4DetsNJa1mPKWmGISi+LN7+xoUhiB8Dao3nxojG98wVXWGn3jigeXv+ecGWXltONg8jYWg9hskjaet6qLTS1XhNqML0V5+/UyNzWTnu/orY4OShrvAWhIwGS8l7LZi5I2BGvT+2BLAEfTtYFJx3s1qmOTPfL1vTaix9dr1e+l/DLKhkd+O9cZmcLyNm2+3WstphdcYjzkz28F7jeDg4xA3Y4PXDDOqDlBzYqVDDIQTgehxpjQaBJ1x8ZuatIN02EKEinhifW+NuNiRag2HYxNEzh6bnmfMaY13sraWgXyVLiATQ9129lYB4DzZ0awWCxgjFBk3qAhjQIXjdEbIMZgkQz6nyCmcAysbyDjbfNEdv2339BRA4zgfVtzFM00vmIbsSJj1BTqx3bEXrBW+2w+8K2lN1dESCS9+QCy1lRbL4BRIS5mJ0lUgJ1xzKZ5Ltdcwi8SRYO5WI0/bZxjynavCFUUFUBVRGlbA8uYhxivuSCIguY02JshiDEg2eRmBWry/0570LdjnY3GMm6NXcwar2yCcGDrLd4KjGIwOY1Z/mZZC52IguoxBJQFqgB4YzKYHyFTAfRF68EmcBJZe3nFFK7N7rZJHbG8UZMGGlNK2cRtAWGT8aOstVZMmiEonyNC2tBEYwBU0ng/itkqnt5o4vLL4K3BSoJkRqdHBazE3vR0nLekqFDACMT8eJI8YQRr0/U3CGltvjawypaLzyktYjbDExSpoLyJFKxkCk4o0em1B1aAurVmWzts4LvRCxzNY9E0Zvy8ALGClxTDuHFfeslr7ZpS2ggNKGhOOZhpKIKiGCuJRsRj3Pbsyn9P37NyHSUu59xa6FOKOGeR7A0WjbrOAuT9pPIumuJL3PZ1duGGTdOX8ZFsaI8CNNdYqwDcteAU8D6q96K0rM1pDjCy9uJOo4U19jGqYTJQdUUoKJpsBCTjv61bJ8zX5vCUM7DlbGznDO0GQN8MN5SAZNlWTWAOdGb8VyLq22GAtbBp0DU7O1IEce38rDWzHRPu5XysNcSg9yK/lcQzSBaeaRyrmJE0elpSXpLRVR9xlqxxTHmgNoMBk23c+CBzEllExsRxOeCGL0R5GMYIztmN/GCJP5EfuIxenH6nHJdbCtNorm6Rb0ynYkqjWiwOhqzxnIxCsYE10/oY25mCfEnZ+zAbvomGdMwagxZNtQkvRriRhb54g7K+T7dznVEcS3FLEZrtfFzKAsf6TR412RrHlJtosuc0aoSsVRTTrN9Ew/oBrOPxG1pzAyOdOtstvHIr1sP2tcmWMJVVPrPWEmMcz0OMjII75uzIcbuMJyWmLWHdvo+ycT7ZwSnYNb+wSQwuC7XNSfnRMGTh0r+ppjbWqFTGHEo5g1DWmUTH1vhjfYGje21sBt1r7XOrB1QedPls8wdrtiWkaJ7T25nMApD1Qz0dPNzUSHYDfG+/5aObO+5nM5SyuW0qOUVOvVRm7UBsnTdJwwGntx+vSwVLSAglNyiIpPyZ3tz1Oa5DG+tUUYbyogFk9WyM4ltruSWr4mtcZyJYW6EB4BTy2dAeGy6L2TQPhfS3QT0ZYdAGFbCoPj3q4zXJ6Kqb/LZvX+5pIdr87nYYZDsFtalVNq85ZQBucrqpaOW1t1dCAPnYmV6k5yZYl7WHETAJaxIuazxnTMm+qiA6q7Sbog3H88h4VQwpru9n+bHOUYRMcdYZIHfOjJq8rW1E1m/+2mytMUZKWZCK+55NHKN2Wjtqo9fnrALz4mGeMhtb3ppspGYK+a6c6Smh2hSoTfO0GW+61baIZE+sAOqiuTZeIrNmY9gMuEGwgCN/JgmDJo5z0T/WCIby+XYyPaZEQnkNQRJJhBhj5jlATIVqAxhLkrwnl4XfutHC3M51ZrQZzemto9Vb7m6GB7aYxE2zsrGXERqdwjqnA5zlYRZwqh6S7nutvTbMDfngIupdbgY1N4+TNNVinX3836Skek5psCy4Y/C2HI+Cv9ZA3Bol4q3vS8Jmz3gLLhTNbHLYeAwvKPaMMa7NuAXBkaLgbKbQJLDOqmNgs9OEyRkI+8QJkG5G1wuD9HGgtwierG9UobukHNXeNF2beGb7YJugeFOAb6GBgNMmb9OT28w5jtHq8vvG/te4aa3BTA4njJZ7U54l055BAyyjumQMrm5a9SKK21pfkA3Mt2nG1/dIgXtCY3xRDCYCDvVKreBEsDi1DiplI0/rdq4zMYWbeazt37f00RaeWWuAtaE6jXf+IBy0ueQWfysmsfy9CEIxV6cFdhOn5R0AqmUMZjRTZd/FtJdtBRlZnyC5UMNgjcUaq2bNKKayzlAs//q+ybYzYe0o+Jv3IaWNvOMGltqMnwmMQmmcy3jWYJ3HWod1t1+/nC01WcBYp7jBbDNHN/HH2kMEDUhu7KsgImFNodn0HHPKSE2aahmJcWPfp7w/Y0DSKARjBmDbX9s8gfV2enEg26Zv44Ly33PszWRNuOGEFH1qjdW8ZN73yNjIwVJ7i8T4ZmoHioYtsGO995L/U0ip37H5TAzqBVrjRkHm8b7I17zOTGOB2nVj7VZgsPysE6CMAFxfvG3ayxgukPXDHT2tfOOTZKFKgkSNKhfAvRkWADKbwKwFaUOeNk3naWA+brr5QmyckzW2qMpRG94qdHF63yUqfkvTJ+NRVdN9CeHf2t+Wl62fqIZ0GFN+bNaATpPX7vaD9zMLNxQVzAY+GW9ixibq5wAbpkifuwrfWIky7vh0AHH7QWyuW8WmRoEszIcNDvh4oLybscaweHmpmGu2hHqND8t5b/sa2xhIA5zO2fEYp4XP5riStSoAWH35ktnen2oaWfPJpCjSNTbUt9ZQ2M5l3zmmgSI+s33Ct2mdjSncIu5lc5X1rT7cEQqPOqzIhbVGiwke94bnGI9sA+jTMaUCxo3VYObIjS+CXsyeNWvtIzKGLmyuARzPKZs3k78nANasayOKxdoS8tMY7/HMjlHgHudt6nZbGE9Qby/vt2g4DROYnDsVsGttpHUGXn83GUeNwWnFXKnYjSeKYJFsTpRueIOncLbJD8ScSv2ISH6TNzysfN0xpDE5fNrj2zQlY1yLNZAvqZBiTkx+gGuUZ9YYbu1YrnlX5HNKhYBXJMqsaTsZ55hRE5XzsY8/XzMeNWsqty6UlXWcCsl1jGaTpVBeiHXczBgF5TZ7e3Y0dU4rj5wdQbsxDnh8COV2rjNLQhuxCBuVLIUsNd5sxodvMoBWfFIEonDVy9urD1GSEuu2TYwZOfXljU4ZmBWsI1k7bQH5U6bUQKbiyHh8PVnyGbE2d/njksfkFi/CpmYtQrEdejGaaLcqsFEYHZxxe/VaNqyVXb+U1o5CPnqNRoOehjWGYkzb3Cp9Y26ZSfha15kIVmESqFMtW0KkeCqr9RGnoA9mI55isibYzIGNMSdTwHeh1uYtilCWwoUM6HV/ZPhhtkB3+d1as3E+mw+ynNd4AazPqACcfL5mQ0i3/n2KJ0ZhGJADqnqtRtIozOV7FjfeNzHro49pIzItxjlcDhsY4xAUy43hhBG/rSGEnteaaXs719lprKIljHncw1wLiwqHiCFJokBKxRiw8dy2NM14QyiCIeP3jDGITeuHbzYEaJSWUwHGDeEoQiCZ3Vm+dtoBKIQ/Nj1OyUIi5Vmtc6bWFA1U9rXWrptm0kpOFm/x/su1MNYE6j4VU1m35lyVH2M9zvkc8rFZ621q+UIjYn2Tb+M60zjW9oeKp/Lto5SFlQegb62MniTo9iM/e0OFJ5HHA/m8nwLIR3y3CZghM03WJnYEw8awbaZkSwM9/qVYs2BL/m90MkzxKrczDpshB02yb75gWYslfWVcaSEwOhBq3o1oct6gBPdy7qaEDqzDOYexqsHG+w2nBDkhkkhJCHH4ah7zH7jOkEFKfvDFzsn42eYbvf5/1HG0+uXMKs4NOjT0YDII1yJSg2yyJu1mwwtGzWFOCcdm/GpTC62x0BrOj5eSPcqxMFSBISPa5rTAQco1ikXAHnd7yjmyBvIigNOk/MZ7ks/F5MyM5KBz5qlZjeRb5/K/NVZlrd++DNn2REMIdEPHcrXk8KscxPQHrTOqKzS5li3lKIPysAxJOd7aamWjWUUxiWBQ6q3KmNFK4A1WQDFDsvGw1uA747f8ROwpgH/arX58AJMNjXKqyll/AbSSp7Q4kvzSxFSw2VpbWuPKgR53XI1DbZR8SblOQ866ZHi4idOU0CcZW6m3WSp0NAKvAU87XosZsZxeU4yBoe85PjrkxuFNFovFFk69XeuMiinIXkvGLzELVSomTTDGKWlkrCEvb5NqnlJCD5qdVxpz1lQbGK1YyLXQCIjJ5IVbJ2s34ffWaW9se7oNUcFbKSWIkSEMDCL0IWCBuq7wvgL8+P18OeOR3Ck8BqVCvIDx4sUq58pkzV6ao5WonykBTnEZQ5ks1BvhiHK/ssJMRGIcOD485ObNm9y8cYMQA81sh/29/a/82X6F68wKVm2uACMKyaRRKGDDy0LjKuotFbS+1jpFayGiYQYroxbajBMVAK/AWDXlZuBvM0ZWzM6mx7YpUH9gYjvqLMBhGDheLLh8tGDZB3YnFffs7zJpDcbbsR/E5jKmeHUbcTgEkciQZwxq7SBghAgsusCyDxgsTd3gnKNpJzTO4l0OHWSttibwaeWOdTn8YA0hRFaLOVcfu8KVxx4jhkA7m7K/e5FoPYN5gvCxNuM45LexBBqRosbj2sOTEususS4tChSLmk1KOVN+q0etZ9fN24wlF8mN6Zh1SIG8fTm/NVg+rZm2gpBbwF0FIUliiIFl33PteMFJH+lDYLepqCqLc56Utl374pGmMS2UtVVK9H3HYrVi0a1YDR1gOFr1PHbcc3MJIUFTVcxmU+q6Ymey4sKk4fzBjIPdmXaSgay5M9PUgnOCsYkQEzev3eSR33+YG9evUTc1F+6+C9tMWQzCsk8Ye+uX6WtZZwbeiwcyFhaMIFr/LRljlSw/6Ms31goUrLMRY7I5ZkOJEIwCk+NaZeeUz9fHLOtWGuq0udwUtHVQMxGTFpzGEAkhsuwHjhY9iDDvOmaTispXaMBWtXCplCH/FEcgxkgIgaP5ghvzOcfzOd3QM+8GHj0OHPWWdmefC3cdcP+T7ubuey6qlY+R1PfcHFaQAjZGpA94a2krz6RyuQmIMAwDlx++zOf+1+cZhp677jnPhbvuIpqKG/NIF/TO+1MY8HasM6bNrDneYorHlYgRCsM0G7A1cDZQGrWtY0gZyLPpTZUwQS5DH6WSbczGNr76cqbvVqEFDcwW2VCtlWIkxUQfEotuYLnqGYaBtsnNz/L5pxKsLd5xSmCEIUZOFktuLhZcP5qzWC6Y9z1XD1csqLn4pLv4uq//Oi5evMDubMJ0MsFZi68c2ptBkNAjMXF07SbXvnAZup6JEyZtjbPw6Bce45Hf/yK7ezOe/sxLHJw7QMQwX0UqZ2gqx8Q5av8EMYWw4eVu4GQZNcqGqdnYtghRwUAFdxk2gbVuq1SQjSBsPmjx3kZPa0MjwbaQbWKsW4Hq0mpRrbSBlBPMG/sZQmIhA8s+KP9cEla0MCKJQazLIRfBeINErVjuQuR41XPjpONwvuRoseDGvOdoHrn4wAWe8aynceHCeYyx9CHi+gHvHd3Q4yx4b0fN53an7N97keu//wUOFyccHg/cuHrI1S9e4a6LB9z/0D1MZ5OxMNUaQ+0VXlTeUj2xBCsLwkZgQJWR4IwlShq9R4w5pb3W32b8bKPer9jLDe9uPMa6ZlP/kjXYdl8tbi1MpSFZ2fPGNkVoyt+MUVmLIqQIyz5qEUPWUDHHm6IYohHqaUszbSBGlvM5XbdikSLzYeC4W/HY4ZKjkwHfNEx3ZyyWPY88cgVwTCYNe3szmqYihoHQ9/R9x9APJIk4a5DQkUJPY4Sjazd57OHHOHdhl4v3XCAlw/HJCkm9eqe+xhpLWzvqSn9u9zobwSqBvdNmRVXPuFHJr5V41rr5a1E9knlJ5LY7bGGWjcaA+aBplKziAWqEPzeiFbOlscpKWZNu9uiCdcJ4bHONQUY9Ws5F+4EuQyTmmJ2xDnEW21ZgPdPZhOnujH7oCf3AzZs98xTxOy1tmLG4eo2T5UCylp3z+7SzGSfzJSEuELHU3jE/OWEyrTVsEwIpCfP5CYvFnGHV67mGjqZfYk9OOLgw5dJDT6JuJjhfg3HEKISQWPYdzjmmbYOrDf5UWdztWGeDsTIYTwaMsxsMgKKBsgHMeEm95nXi1xiNQ23VpZp1jZx1Ruk2yKiRJAOtGMP4nRhLcw6lipSAZeFeYTKFt+w4m+aSmlEvMIdEyufZfDqrLr+1hpCgj9AnsFVFtTvF785IzjGZtEx39jg6mXP1aMHN64f8/sNXsETuOj9ldm7GjZMVfUzsnN9j/+J5QkoMizldH4lDIPQ9dWWZTBt292b4TBRcLZd03Yrj4xNWiw5iYjg55tkP7PPMpz+ENRV9L/SrgK8sk8mEHVuRJNH3AwiEIVCfAYP0jKp0krYgHMFu9oY2MiJsKQ4z8rdsNoNrXJWDpRnAGyOU/lUFRI9tqVl7oEkSIcSsuRzWajmUsy6nPbZBPMZsVGWvaTZrz7LgMYt3Ductk8rjnaFPCXHgZw3Tu/bZvXAO09T83u9fphkCV4+WXL56xMNfuMrhzUOOjo4xJBb9DofXb3J4eIytaqqmZoiR4fA4e5+JbrlktZgjQ48xMJ21zHZn7F84oJ1O8I3HGOgWS0IfkJi4thhYhMiFgwNsZehWkaZumE6mzCZTrDOEITKESIzh1LO4Pevs2nGX+IpGO3NqRj+TUbKyphEwiZyWWAuT0osyGxUwLvuD2UULMZBiJMRAyP8V0X5RURLdEBmSYKyn9hVNVdF6qHK+ceR6b5lHPd8MtynhjIL9SurEOUdTO9rKkQzMZjX1Ts3N1Zz+yPDIlRN+5zOPsrO7wxCEw6O5apblgr7rsNawWs258sVH6UPHdNIQQqRbroghMHQDw9DTLVcM3QIkkIbA4WMBj2H33C77d59nur9L368Y+hUi4GrPSQ9fuL7g/Ll7mExqKi+01YS2aWjaFmMtVS20IqQQGIYnSBK6mJMCfUxuAT1GAljHl+wYYigmstQUrgWvbKIWVPubxzho3msIrIIGLPswqBvt9bK6CMed0MuA87DTGg4mll0x+MwrL36AZHxmEMSUkAEjCbFoK2shiWqttqmZNQ7jEpOJ439+7hF6HBjP5SsnHJ507O5MqLxjsVixWq0QiYRhAInM48BifgIGhqFntVqM2YM4DPSrjhh7RPTBm8pixTGcrLj5+UdZXr9OszclRhhiotnbxRqPn9S0ezO6ENnZrai9o/YNdd1gnLIfyjPyVY31TxjBKoC9xIVQRSAyfra5Ci24tEO0OdoO2v7RUjRXzEIVCUOgGwaW/cBx17MIAUtk1/hMkDBamm4NIRq6XMbvBRrvqdp6XWaeBIkRGSKlqXuhJzvvKD1AYxK6LnB4MidJpJ14phNPv0p8/pGrLFcdQ0iEIXEy7zWV0tTYyjAMgRiGjRI2IcSeEHuMMQzdkhACMUTa6Q5iLWkDk6rJF3zlcOemsOgwNmK9YbXo6Fc9rq3xTU2MAVcZ2t2WVd9xsHseZyplQVinjVkKREFya4Pbu86UNlNCBlFKIQXrnFl6fFXzZjqlaDJjxrpgDUqmQBgGuj4w7waOVh2HXU8SYafxVM5ROYfzDl+BqRJePMHXTKcNuzuKUdq6UrOWEqHvifMOsREJJc+4jqlJ9iqXyxWXb97g4ctXqZzl6c98EveZSHjsiN99+IvE1QoxEIdIEkNVV/SLE/oQFA+miK8s1ul9iCninF5bGFakZYcxVqsNjVNwHRNhGDASIYc2mqbB7hji4gRSop21xH4gLOYsUkRWKz7phCfdfYEwH5hOdpg1zeitl7APGCSm0uvgtq4zTOnAaVSokeiNXldkE1NyccLYVcWMqZryNzWBQx8YYmQxBI66gcNuoE9CZaGtPE3tqNsK6z3OGCrn2K9b/HRG0zY0TU1VeSxmBP79MLBIkX7V4UKgtRo0LExVa7WV442jI5YGTlLg6Ooxz3zeJc77Hb5w9SbDMBCHTjVBTMz2drj3wXtADF/4vUe5efOQJBEyb0r9YKi9vkwhJoauZ5kOGYYB42s9/tAT+hUuOy8pJYJJWNHfXdWws7dHHAZWywWSEst+4NEUeOTzX+DC/gUeefRRHrq3xrsKQsRYyR6z4lFnb78YnGHvhsxUTKy7GJvMXMhmcYvdaSylKe3oCbLmucdhIIRAP0RWQ+Bo2XG0GlgFrU5sa8+0djR1ha89pqqwzmHblno2w9Q1xlVqCqyjD4EYE8MQOJyvuHZ0wvHhCXUI3DWpOT+b0NQeN/ZLFxXYZPBNxbXjJf/9Y59iZ6fh6tUjJASNMcVEDAMxdExqwx95wR/hSfffzX//tY9x8/A4jzQhx8wE5xzgsF5IQVjNV4QuYKoKjGBTxJiIqbUYIokwdFFzg7MpuxfO0852WR7eYOiXIJE0CIuTxKd/5zPMnlPzwANP4Xhxwv5sF2ssUSxhSMQoiLdnUQh9RoKVMkjZ8P7WCeh1NB0yLcZspHPMhhksCeCUMqbqWQ4Dx6ueo1Vg1Q8kESaNZ6f1NI3D1Z5QytOdYzqbYuoGrKOqajBKIwlJ6IbAcrni8GTO9eMF1w9PCIslJ5Oa2hpq1yoz0xiiRFZD5LGjm3QhEiTxPz/1RdqJZ358DJneG0JHt1iAidx87AqXP//7HNx9F0951pP53d/+JN1ipQ/SCq7Wahqylm6mNZKE7qQjdB2g/bH8pEKrLVIunLW4yrF74Ry75y5CinjnMutWkBQIMXF0/TrXrz6GdQ3zo4En33cfd911N2mIpCikZIjDWYjVGQmWzQHPL8VMvFVFixYAJJxV0K2mT0gS6fuePkS6ITHvI8fdQJdxS+0Ms9owqS3OO3rJqRlrcBgm1pMyszKhxxtSZNX3nMyXzOdLTpYdi+WKo+M5i5Mlq8WK3cqxWxvqqiUz5Dnpe05WgSFFbGW5efUmXecIw0KT5JLouhX90MPKcuXaTdynHqH94iHtufPcfeleHvnU50l9AisMIrSTGu/q3Cu+x1eeVEVM6nM8T7BGtVtxSpwVJq1nOtulaSf0i2MNKCMMIYBAVVvqWvtmPPzwVebzQBoStavBVCQsk7bVEXVf4jl9LeuMMNa6OazI2hTeivY7UklylQ4lZygqVMMQ6HtN8p70gXnXsRp6YhrwFmatZdpYjLcsY9CqHFuRYqIVSx8EbyISkzYgA07mc27eOGYYIovliuOTOcvFgvn8hOPjBV1V8UhjeXC/ZtY6XOVJMXC06lgslyxXK5w39F2XcUoCZzX+NPQanB16jg6PqdqWSReou4HdC/scHJ1w+OgN0hAxzjFpd6h9jTOaoolpga8qpReTEAnglO/vnMc5TSDPdqZMd/bw1hCAuq6pqlr7uDtD3dSkpKa2dXDlypLHrsL53V0m0x26Xrj7wjnaqiaGcNsl4Gw0lqH0URmDj5u8qM18XAl6lsCn8uEzUA+Bvu/phshJN7DoO/phQCThrdB6Q+MNIQVO+oR4h6FG392EOI9b6INqJy2rrmO+XHL9yjUe+cJlxFgGEY6OTojdQLdaslws6J3jWm24fjJhZ+JppGZIA0E0ILtcLBETSSmSQsI0BkmBGAMxRe2wl4OdJ8dzfFUTbgRIwl0P3UccIvObc+rJlLaesb+3wzMfuJvY9fyfv/NZLl+7QpeWpGSBCmO1K7IxQuMts9mE2d4BTdNgYiCuFhigbhpiiFhnqaoK6ypiSOzu1bQ1HB0ec+PmDXZ3puAtzionPgzxtsvAGfVuMONAoJSrfIv5K96fItgcRjDKfNQ/p0z6L7GqyHJYB0CTJLxJVM7gnTBfLelIVG2D8Z5KDCYIISVwjqqqSClRec+iW/LoFy/z2d/9FNev3WQ5JOx0ShA4OZ7TdT2r5QrnPNcqy+/faEhEnnRuFzGWfhgIQ08MgbryNLVlWK1IVQUSiKFfN7/N4ZHFyQntpKZynsXNxE7VcPel+7liHqVyLc433HP+PM97xtPY3Z3xjKc+md/6Pz7JJz/7Oa4fHtIPS4SEkYTzhsrCdLrDbPcczjr6xQmLo5sMq5U+UO+ovKeuFBs++uh1+miYTD2H1+YsFnNsjOxOJlhjSDFhnyjhhuL5mBykTAVLUfo1yYYyk5xETjnRnEZ2ZYiJLiSWQ2CIgRQDxiQqKziTWHQ9N7uOYAwTMVgfaRJYF1mFgHEebwzWO0IMfPHhL/D7n/4UN69d5+Rkznw5MBiPaSfEJAz9QNetMNZxwxk+9ajh6smc41XHvQd7xDDgHBr7qbSaZkgRSQZjcu+cwujJvJrQrVicHLG/v08KA8ubh+xevJu7HriP/rjnrv09nnPpAe66eJF6MmXvwgXuf+ABPvmpz/BbH/sEn3vkEY7nN4lxoMLSNi27e+fZ3d0HYLFaMpws6edLjLO4pA/VpoiEgfmJsFr17OztkSSw6jtOVivayW5mcsczaWN0RuC9MEhzVJ1S5lR8xI0IlxSjGYmoOUyZ19THRBcCMQUMQuXA57aHJ92Kx+YLBgVxGGex0RFFwFhC0uNroVjk2rXH+NwnP0O3OME45YN1oacbVqTlAlvVDCHRrzRIORfhkTRwvGzphoEuJkjKnBASkgyusqQYSAMYG8feW6WtgImJZKBf9gzTQNtWhOWcxY1r7F68h3N7BzzzwkUuPek+fN2MtYB7Ozv8kWc/k73dHf6P/+t3uXb9GsdHN0ipp92bsre3z07bEIeB6D1LXzEk6LoeUzhj1pNsQIaBTgxYR8IQYmKx6ulCoJ0pNjNPlOa2m00vQGNUJfyw6YAUFT+ayKiszRASMSZCjKh/KTRec47ewskwcOXkhOM+YKzBe0ffD/gqd0MXMMYRkzBpK4ZuweWHL3Pt6g1msxapHVLXhHTCMAyErkeMR5wnhUFpyFExFJIwEpnU0LQNZuyvbqkbjd6nGHNgV8u0ooxZTwBiEJYnK7yrFfQfH7I0lrsvPZX77r1AO51iXZVn62jBKsmQAjz9oQf4I09/iMVqwXw1JzmHn0xxdYURmDcVFTCpG5bLlQp6jIr5ujDWLp4cHmP9DLGWo8USe/OQnb0dWis00+q2y8AZzoTWVSpcYHumsYx4S135mKLOoczpn5TjV5ZI43LfGYEhJa7PF1ydL1hFTYnUsSKmhI0h9+bSok3BUHuYH97kscuP0Q0JKscQBrohEqU0/E9IXJFCrt1LQlhFrBF6B0sbWCwrohH6YVDhStryOuXJ805J/fjKEbqB/NrkFtuGfiksq4HpboNJieXNm1xvHuHwvnsJxuCyUIWQSFEYhsTxScf5vV2sFXb2dklWwFkGgdUwEEMgdgMHB+e4eO6ArhtAEt2w4uTohMNrV1kcnyjxMAmu8qyGqLh12fPIF68waxoeeuoDt10GzjSls80e3ajzQ5AUc/OypLTftJmk1sfiDDTWYpwyOGOEw/mSG/MTFn1HiIJ3etNCioigLncus3LeYxk4un6dxXKpgnQi9CHS912e0CraNU/0nIDM/QLigEQPwdD3PYMkxPrxurQi25FCxNQVzjtmtcPZnm7VkcQixmKd1gTGAUKfaNoK+sDJtWt85tOf5u5zF7jn7nuQBCEoj6xbdczaGu883dCRYqSqKxLQJ9VKXdchkjjY36eyhhs3D7EGdnenHBwcsLu/x6OPXiXEhFiHqxowhtqrpj2eLzg8PMH6J5jG2qzU0TiW1XzZRnc/ZHvkCZSGGVB5N7JPY4DV0HH1+IiTriNkem4QIQTGauC+V3dfYgBj6FaW+Y1Duq4jYej6QRO7UZPZMQw6IcIoR0uHURpwCecSjohJges3j5jMJtSTKdaolvPeMXYncR7nHLvTKfec2+cLV09YrgIWS9VOaLzF157ZZMpD9xwQF3Nu3Dzi8iNf4BO/+wmapmE22VUIMPQQB/ZmreYxVx19DDTTlmgF47V5SIxpZMXGGME4hMR0OuN4viSKpZ7u4JLQDz1tW7MzmxFSoPYW7wxuoiGK273OyCtk7OqyWU6lQ7XXTWfJ0xvWtXtrc+msBaJ28EuQJHBjfsyVxZLDZceq00BkVXkQxiZjg4Ss9SLOOxYnA/PFkpAiSSAmTSinEIirbhRA7XaTZ1mTsJKoTKDxGjNzCGkIdGkOKWJxqGtrkWSQZDHe46uGZ1+6l/2dBf/r8k2MsUybhp1JzcWDXZ71lAe5/57zHB8f84lPfpJr127w+c/+Hjs7Ozz9qV+Ht141UQwMITLk4QAS4Xg+Z5DEdHeSk94DRrRiqR8iXT9gELoucnSy4PBkmadUqGLuu4HQBpZxieztMs2J+XY6ve0ycGaDMA2l3eFGW0cjmuvKMzg076VhhiQpT0TNDFKnYFgngSaOlgsePTrhcNnTDXrTyxRSbS25puYU2OwsmSwXcz9SISYhRSH2AyRt223rCglx7LjsckNJ4wy1s1Reue0xDEgK2dvNtdu20uvzDVI1mGrCxf19HrjnXtrmMiEZdiYT7j63w/13nePuuy7ivMf7hvsf7On6wGq55DOf+V9MJlMuHtylgdYcYlmtNEU0pMBJtyJa6OIqh3SEyjhwniQ6Os8Yw+HJnOP5in4IxUdliJFuCOAcd5+/wM35CWITkyEQnijzCpNoCkKHOupna62Um97HwkeXjYy/XqCz6v0ZBFJiGXqunsy5uRpymZUQsmClEHDOPa5U3lmIg9CvVnnyQ+bKSyINAckmUBBiNyhFx2qRhqSIoNkDlwsmuiFgncd79RytEbzRdkIa7qjw9ZTpbMZdF85z8WCf/dkeQwJnHG3bUNUVuIoghiEIk+kO+xfuguuP0S1PuPzYZVIuqe8zkXGeCyYqb1l2K8QKKVUYY6mrWmNlmfvvvN6H+XKhwdwQsAZCVMzmvGdIwpXDQ0iwezxhp50waye3XQbOqPxLZ9CYAshTHnuS+U9aRbz2Fjej8TYXYzqjjWiHKBwvlzx2vODGQpPFfc7HIfo2hhCyprNZeIS6qYhBo+RFUNRXSKR+QHI1j8kUlrGTszGU7neCZ9q2GGu4ueqxMeFTpHJkE6Qc85R0SEDrPffu7XBud5fKV+zv7xNy1bfGzshVP4CxNFXN+f1zpKhcqmvXr9IPA/u7BxjrOFks6UJgvlyw09TMlwuiJKazlqZtsK2laVrVwIM6Q4vFgmEIOVSi3nYI+nbHkBj6gb4PSBKW8w4umjyl9vausxvSpGR3TEpK5IsxBz6zq57KrL0ypMholxRjcIYxwh1j4MZ8xWMnSw7nnbYNMkpQGwYVmDi23C6TIFRjdSs1d0gaH6hOm8+fAc55jGjtoE4tzT0/rSWIo64auhCJyejEMVFakETBO08znZCSpaobZm3L0+65G++UUSHGaGMTo9tHSdhhyD2rSsZB6EKiS0JYHrOaHxOGgdnuPqtuxaLv6YeBuQjLVU8fA8476rrKzU8cvqqIDazCEavliuPjY1advlQJ/d5yGBCBmYG9/R2tQ+ij9vp7oqR0NtM0mz8pRWLUlE2UNQbT+TIAbqueUAwMMXK07Fh02ohDUkKMxq9MZQkx5aZnZnxQ1lv6oVf2QZ7ommIuB9uYMWN1kA2IwZUALjb3qrKIOK4vNVhb+ybvX8vaYifce/c+zsw47g2Vq7jvwgEXz+2xHDLQH9KYAdBGIYlVF6hrrwnxxYKT5ZKuVwKjRKHvlyR5VCfMWxX6MAykEFSwhoHaO6ZNTQqBYFeIieAbbDPFtUvcHCQEulXHPARWfWS+6okBbhx1NNdOaKzlnnO7VM7hnygMUjVRWQhS1lQ5kh1CJMRIzP0vjQGfix4MJnt3GRxLZNWtWHY9/RBHtkPltCmZd9r2yBrJaR/11ZxTPrk+UEscAv1q0JBHNkPG5B5WMbNac7N9az1Yo9Rf65gvB9q6psrA2FvLrLZ4gafcew9f91DL9eMVzjjO700ZUiR00A2JRaf5Tg2XqVbE6DAuZzVRLiI0dUO36ghJwHgW82OMdVTTPfWUYyRiWKx6Yox0y4GFX+KspWoqqrYFB9G2uMk+1XSF61bEZcqOUma2ZnIfCSbTmqau2JlOeerTnn7bReCMBCuO1BfZYCsMw0AfElFiDoombeJqEsY4UtKq4/KGx6gAdEjZhqXS+z03w8ims3R1MGiszIgwDEET2iHRr3rFITGgI2v9mLlUxrS2rPZNja9rGm/HxjV1ZgtYq7TnC7sT7jvY4cqj1xiWPU998H7uv5gYoqgw9YEhDMxXAyeLjpCUB3ayWil7NWmKaG9SUZWB6aVZB+oEpNCzmB9TG0tMRqPxOWbgjBZA9N3Aat4RB72vrg4kO2VIFW66j+9X2PmCKoKrHbWfYqsKQYPOB7MJ53Z3mE12uPfBh267CJxdJXQeNxJjIIQSlFRtFVIkZOKdycUKgnaiS0l/IFOSc6ig8ONjCBAjbeNyM9s8rT3TVby3GmAMASOR0HXEIRGTydNFteV16VZjrFG6zaShaRp2py33HUyZ1Z4hRJyvCFFL7S/s73Lv+Rk7k4Zh1XPzcM58taL1Ve4+LHR95Gi+5HjRsVh1OcSRmK86jPf0ubfWauVpraGtLH0/kKI2qvXGgPN0/YpufoK4CmO0+sgah8FQe4sVSENkiIlukXDNCjvpEbcLdko1Pc9sbwU3jzBiqZuayWwHicoY3Z9OufvivZw7uMj86OS2y8AZpnRUzcc8oT0GBewhBvoQGGLSjiwm90AwEKMlRkjjxAXGH3LuUCR3eElAWM/JcdksegerPihox5AGNQMa4lRgHpKW2ld1has9VVVRNzV7k5b7zu3w0EVlD4hoyGHVB0KCnUnDpJ3gKsdsd8aNR27wyGOH7EwniFj6oNXX81VH1/cKA0IkxUCF0Pedpp+CcLKIuLaidnptlXda0iiC8zVViIS+o541WGtynwirxSkYrSKCfF/1GE4Ev2PxbsZksoe/aKh8TZivqL1nf7bLbLILMTGbTjl/7gLeWm5+8Yu3/fmfTRwr2/SUwtoUJi2Bj0kISVSwcq/z0ka78g4XwOdau5jbCllrqL2n8p4wGCQZhiHhc3dhm4WqyvRgMkCPMZFEW1WL2NxIBASPrRx+WtM2LTtNw/5swsW9KXft7zCZNBhrccayGiJBdGxIwrLsA6shMIglpMSj125y41jzkJV3JDHqjcWARE1kY8B5gxOLGRLJKrasncmJdqUdS6ZoG8BNHavVHGLH7s4BJmsrg2pqa9aDMSV3GWQ1YKsV1bTBVRO8O4ezls5dw4XEwd4+5/cu4Iw2K6mcZ3FyzPH1q7ddBs4OvIsKTEplCujaUyzmIaQ8c1kSYgxVHsLkY6LK9BdntQDVO4e3Dm8tYpxOnTWqxfrQYw1UmfZiEYJE+i5k1ojFiGpB5xzeV9TTip1Jw/mdKfcczDjYmTJrW+pKo9hd0Jdh1WsRh3YOzAA6JZZdRxA4Pj7B+I4uCHvTKVXm90sOApfaSGOECkMyQi8BZyxGkppl77QyyUIYUi79d8SqIYpG+2c7LTGCxNLLR++nwVB5j4lW43XLHuNXuElFdBXGVviqwhtNDfmqwpVG1bkz9c7+udsuAmciWDGuR8qK5PEdZfRIYSqJ5gAD6hESE6uQcM7SVFloRBMn3mmPLO+0hCuGTiuBRHFa6bluknbTiygHKuV+VRgttvDO4ypPVdfsTGou7E6499wu53Zn1LX2DyWbvpNVoA+RYdD9WGOYr5SWEmNg1XWK5VLC18Kij5iUmNb12DGHPBvH5gxESGGcO7DqezpnaKaNOiCZv+bzqDgBMJ4wREIYSGmgbSeEXkhW7/EQIqtVT1UpBTvGBBFkCPhJTldhqOoppBOOblyhsY6d6T42WPAVewfnqOr6tsvAGbEb1lNxrLVY47WPgonZizO5hlBdrxSFAWEQCGK0NaIhaxhPW3t220brCONA6asXwqBC4zxtDd7q92OEYYAYtVjAVk77VlWetqqYTWrO7UzY35kxa1sdEWIs/RAYonDSRY4XPYvlwBAjRoTGV5p3k8TQ99qHC9EIvlVPbdUbamMVaFuLy03jIJejJQGT8Bi6WIYMrBP11uTxcs7loK8jisWYCkik2FM3NSFAWEa6ridG5fNbYzBO8aI3FisJ76HemSBpQuymDMfXWS6OmDZTprv7NE1Dnbnvt3udXSW0UXaCAmuHiBZVxqR9qqwVTCxBSQ1YhqjczMK8FNHA407dMG1qGl8RqhqxRmNCQJIBg2FSGYwo62DoA3FIGOvwuTK6qSqmTc2kaZi2uj/vKqLAog/YQRvVLrvAfBVYdpr6SDGq/FcxVxLF/JniQ4tADLSV1+LSXBep518Ct/lme4+EgDOJ2nkMBSMJFEH0lhgTzjqapiVEQDwGbU7Sd0tt9egS00lNVbU5+ayhC2sdla+xCSpj8FUFxtPZCg94k9bzhKw+my1a721aZzr9y1gHKeKcRrELoK6c5LyZRsTJbba1ANqO432tU0wwaRp2mpbdSY8ziRQrhmFgsBoGIEUcCecczsLKWppJo+Vf3tI2NXttQ1t5qqrBV5oIXvaBfkySQwhC16tQhSFz2FPMldClj6kW1VYuD3wzKhjTiceI5jjdqK1yGsko2HYWSMK0tdANOUSivUDHJHzSFyvGxHTSqgbKXREjiZQGMFp13U4aKl/hbIVgcu2k0E6mkMPFPg8litbhmhmWQN3OdNZhnsfjqycI0c9ap8FPZ7QdTwx4T2Z4QhAUyIpBTCJmLlTlHW6cDKrYxAtMmikH01zTV3tt7jr0DMESU6APPX2/0oeTFMy2E09Yz6klIZm+HDXhbCwdCTEasTcm45ZcIJtipExsKY5I0VLOaPWPs3rekgKVdThXabc/63De52ECZFJi7pUg2le98Y6TVcfxfMndB7uaHM/3rqpq7SsRBhVI7wmhp+96UuzQohqDTByOimYyISaDrXQ0b11NcuU3WKMUpJiEhKeyFW07VWqTc1qEUj1BUjqSNY7JD8TmKpCqykXjYlAzmbAxEUUTvE3lmFSe2mtaxxq07N5VTHM5+GSoCUNHjAPDUNOHnmXvudb3WJeBehzyUCKTvUJhvgoED1UMeKez/lJmYRTvSh9+IsWgn21MAiv5TGts7tDicjsAAI2JVa4esZVzfhyba41R/DYEvK+BpEnulFtjiuJJnQHkNXjrLSFXKKeg7YsMXh2BGLWIxDV431BVLY3xiFFz65zHVzVJhCi9EixTBLTTTdedYLxWThu3Pcfwdq0z0lhFzUbt7pIj3MSoBzSWZAISItapSTTWUFdezZW12jdK1Exap55cHSMYoakcKQb6weEHR5Ckb7bTtzThCCkyxGxyw7r7cRUjzoIrTAhjcqpIxgIOKJXZ2QHJ16QAHrz1OGszw0A743hr8d7l8/BY68cgbNeVprmo12cF6Qe81Y7IVQ5xODFY54miGQbv6pyNUIBuWg2UGquC7n1F5VuqqsGVeYZ5tnSpkSqDNZ3VnvRdH3XwgF9QV54YZ1T1E6TxWhlSVNigJWeorbU1tlRXisFiFCQDybFpmjV5/G/E2oRznrpq1JQ5qyVazoFRdimigyOtUSCaxORApc6SEZdA1CxFD5VNeGNxKJVCBxGU1pZp1F6SI94FL3nn8nEM3nrt8GJLB0LBe884gQJGYcrIkcp5vNfGuCLKj1LOv4YgfFXjqpoEzE8i3hrapiVlnGedw3tPXVXjfp2rtGFvGYgJmFyAqvWdVvtLFHMY88iVNBBSP47Du93rzIop7NjqEIzNwkXCoS65iQEbhZhrF6w1+MwesG49es5awZlIXdU6fKh3DMYyBIMJIYPuhMGSkmFIEJNy20XQWkUpk8P0YTod4j5yc7SSuUxMMeP5C5mkZ8uQSUvlfTZ1mpzW1o8aYVeN5UcstVoNxKAsDO89oBcbgjo0bVOR4kAMEUnQTmuqutUCkpnJAgMpaZxKh4hDVTWaRw3DWO3kvbIzhqFnPbQq04CMx5qAM0GDy67CuAZsk5uwPUGKKQoFxnvPOD4t5QHkXk2biV656Nkb0sCzyeA9x7ly4UVVVZhoM5hWExnikDEE9EMC3EgLEdEmtYqtN95G0XBAnYU4K5pRsG2OjOt0eLRe0GqkfpK908r5cWpYXdU470hpwDmhrvV2qmAZYhC8EarGUwGDjWAMMSpZMRpUg4jR1pa+pm5aQt8zzSVZKSX6boEkoWlb2naKcxWSIqEfSGg4xFWVUoiSw/ka773WapqiqeJIMTLGUtVTnK8pPV1v9zobjOU8WiShMZzS05NSuZOStsTOD/10W6P8C6DbuNz8zOUWx711uV+7VYJozG9orsQxxuGMkKwluVxwAdTO0jhLZTQPOI5+y8c0I/kvhzusaiRjlUbc1o1iRlH2qHNVHhdiSTKAEeqmZhh6BdHWa+omx/L0eiDmmklbe5bdimGI1E2L95XSYnKAdegHbUM0mTB0AwalIosA2UTHqH20iElxal1jXTXea2s9ElYZO6Z1Vj/DDyVfPkEEqwT+irdVkKTDaf8ql3u3Z9sec2GFiAYKkyRMSDpllBy9R0vXDeT6P/Xg+j7kUECmN2M1COhcZicov7v2jtY7KuuoMnvCZpNHYZ+S8aEpcwwNTS5lL0O8q6oiBtWilfdUlWcymbLq5lgvtG3FjetHeKPemssvBhjq/J3gVPC1VKvTMEzTUDVNvm1acb2Yn+DrmrZtAbQYg3XQtaor7ACkROhW+LqmahtlO+Q8q818/hQFYwIxgLM1IpnNO0SseYL0xxpbcFO6D2d6rrPa+jp7e94XbVWCp5HSHNYISrXMjISY+2Vpv3iTi1/XhRTWWpwYalc0loYSBEgm5fCAU/pJCcLm862c4hODweUe8RqV9swmE9q6wmGpak8hGlauoqlrKu/wtqKuIqvVMdcX14khYtzAjp8xm8404BnSKJjdMuEy7rTW0U48ddPoNUVt6B+TTnLFWFKdsobWM66y2UMSwapjsAbwFmPL2N+S+CfnbjtCEIypNbYWA8n50RO+nesMBaukCbQKpEydkJKALnVhKPgtXtnonQEmFa64yWyIqKX4qfDp181zrXX5CxYbtb1i0UZDCGq6bPGWFITr94tnZXOSe60VvHNM64Y6a4oijJLNTk4DalFo0I7Ofddnc5NwNuNG50kWvPMgidp7rEmEfI+GGDk+PmE2U3NfOGbNZMqknahnGAY9rqj3aURfm8pptbivK1zbYnyjzXV7ZWFoXxXNhUqKkPILnO+t5j+fIKaw1A5C6d2+1g5G2/1Ryq2MWbeStEYj9aA87yKbSUoXmTzhNFf5KI87v81WPUhjI8kJlUCVXc7BOhpf0VYOSZHaVdRVNcbJ1tTjEuC02Qs0VL5SM4IONGrbhiHpKLdJU6vrnr1TZyu6bk5ICWsiO5PA3kzTSGXabAiR2XRCW3tu3rypvSecQoS+X44TWp3XhHJTtzS+YpASXzNIVGZrXWuqB2OwVYWtZ1q8GudInGsBSXK5QilBnnAhMddkps0i39u7zog2o9okieAxkLno2DKdZq3Vyo/L2qCUhRkBsTpsQK2qzcK4ESWWQhBUgdBWoJn7ZXQQkTOOPmoCua3UC/JWY0oFYzlrqSptwGEAl2NFBsamZC73eq+9x0+dxqOcpm76TqnRbT3D2TndsILcmnvTKw2DVjjb2o3Ysa1qWu8J5GmsAr7S6Dki+Dw83edIvsseaXFoRsfHqiaFRBp6jCzyy9cqrUj0byYJOMkYV++hc0+QOJYmTPNIjVwuZUVNYEIrn3M9ZSbsmZHXPv7XrIcNkOkkkD/L3mLRcr6qsockW010qaENkS6ErEU0PlY5h4NM79XcosvBTpdzfW1TE0KZJmZo6wZJMgZMhzDk64jUdUXbNqTMt+pzlfVsOiPEyHLZMZlNqSqHJ1I5qyVdUWfZANrEv7IaRc/ExhQDzrgM/nOsKkf4faVTv1I0uq8hIvQkcRAHnNHeY0ZEHQWrgB4iyoXNhbPFebnN6+yGNCWNX0HpraABO4PJHWdy/CrHkVRdyai1Ukrj+Fx12sroON2n1gkmjTE1rYYeCmBl/V/vIy5oEUOMyuPamUxyHKuEMzQS7rIW2qyz0+IFT+08QYas5XQ2jq80Z9f1PTuzGU3tmU6mJBFWy9UIyFerjhQCbVvjq5bKWVYhYL2jptJks7XU7ZSmnmQtanJ+T8bgp8kvmPNenQxjwERsDIrBJCLUOZC6g/fqgcfYM/SSr1+p386WZ2K3tOrtWmfWg9QYTbP4rLatM+OLIU4rgVVQVAMJ6znMa9u/LmqNmSGQSnFG1EqfynsmTYMxTkutkla7kE2sT0JVCW3UkjNEmOY6QcnNzvJZYVEGp/ZrcLjKQlKSH5KZpFbZAm1TY4wC78OjE6x1nNvfoZ3NiBkLljjZdNIyaWvq2qlpy7Ejk7vIaLikmE4NS2gwWAl+1lpcxl7GWoxz+LrVZH/fIzFoXjNWON/iqoqUWlzu7rNaRBgsyei1Vc7gLJnVcfuFCs4s8s7o/hYsUPhWSkbTMXPW5QAnMnpWhcBnNKE1mknVg1pNXXjzdV3jjFUzZSypHwCXUysmc6XyMc06nFFlpkKKMgrjEAOS0GSyyyay9pkvlnnoziilOA5oFaDmIo2z2ja8G+j7Q5arFcuTE+q6oW5qmrahbhvqSl37sApEDEOMuu3iGGNgNtvRtkJtqzWHJIypRq66yU6FsRZXtxjn6EWQWCFpqtx5X+MarxyyXChMGDBxijVaZl/XE2pfaXsBuz0r+3atM5sJXYTJbqRoTk+Mh5QffKaGJKUupwzmxVlIibjRSdla6Dut+NmdTXC2yqGGHKk3bl0yBthKtUYYhgx+dVahxIQ4wQwDkqnJJfDox2psNCyR95YkcuP4iPlyhcEwabTRv7OO7viI42vXsnZR8xpCxxAqYmhIEplNZjgRre7uB06WJyzmhwzDCu88bZupzJkIpgDf4euGqqlHv8U6HXkiaPVP8o7aNmhbAM21WuvxvtJ41WQGEigD2301xdWt4jQ2n8ftW2eWhC5CBWSy8VqoxiR1LjmXJLptHjLujAMS3niG1YphGHI0WbsBLrsVArTtBG+9lpEZh7MVKTFqIGtVexWinjMawa+amhgisR+0Cb8B1+vbrPzxTG8hm2OJDHGgDwPL1ZIokbat2N2r2JlNsqYzI1HReU/dtoQQ6FY9y5MF/XLOsqqoq4aQkvZumN8gCvhmj8l0xnRnStPuUTUTGBaaYLY1rq4xvlLiJFm+clcdm/OZyYwwVV9mp90Gq2zGDYLzVYYKNb5qdIjVaBFu7zqjXKEdE7UahFvPWN6MFpCDnaWu0BibO/hFEAhxyAzRTrFB5eh7JeFNmpbZZIrB5YFLyu1StqSyMauRGSnUdaP1itlhsALJmMw6ENo247KUMrDN2tYZuj4xdAFBqCs4tzdjd3fK7nSqgomhLYnfGBmGHmehnU6074N3rBYrQgx0YYVO+YlUdUNT7zLZPcesrpnWyh61tiaxIoeTM5/NjowLKEHi/JJ6hwQylTr3JhMNlRhrqSdTyJ7gECMmc8byTecMsPsZDsJkrblAmZcYM1al6N+1mqdE5DWdE0ftNMSBJEEnMlRlTJ1lZzajrRvaZsKq13aSmgTOVS4CoapgI84j0lNV2rNBXXB9UGpeDXWtca3Qa4rIZ6/LGKjrhiYl+sUxVeWovaPxyvTslisq6xFXZf6TRuxjiFgTGcfHeZ3J46zH1zvEODCJqj3apqGpKrwVkEAYOq2KTmjvqixA+a6NabLS00HyZDBQOMEw5PSPQ1LmcdWVNqkzWhQ2RvhJTxyNNRLdRLaECxj/bQwKjlPARG18EVNg6Hsl21nDcrUkGXXphcgQBqIIO9Mpla9Jol5ZU7c0jcEYR13XeYC2G6P1LkfRTfZArahQV97TAauuY+gHJm2dqb1a9l+6KXtbg3Mcr+aslkucTUwnEwZ6loslOzs7mhXI1BRNH2lUfOg6+uVKi0iaCW07Y7J7EWs9oV+RQjfGm4wB0goJ+VxdQGQgDoFYRcRtFJ2UCWlSshjlHkdSkMxusGAqJIcXvNe+qQbFgTlCWnoN39Z1tlU6ZhtXaZmXMhuUvpywzim322iS2lp0SGWIhBRoJxUikb4fWK061QhqtRhy1bDzjiqDeOssptL/xpjo+p4wBJqm1hG4qYyuI3O9PN2qZz2hPuErTdWkmHCVek4hDEQx2he0NwwhMm1bptPpGMAMQxij2Cb/n3K+cl6vqplO92iaBu9qgon0OTGc4oBqowqxkbq2SkiUmJkIAes0mJpy/9ECuMYwjhFtfykJiXmimlUSpCBY7/IDz2wQg+LaJ4op1FhUZmFms6cenyWaBAliDGODVigazFHXLSwCq67HVQbvlbi3XAYEk3uQdsxaA0aTxm3TjD3QJSatsknaT2uxWFLVFZOqJfUByGX2maXq8nAC74ymRfL5LObacXiyswsmsRq0OVqUSJQqe2Seae7f2a1WmqKpa8jIqPDiY1SPrW13qesp3mcu+zCQo7pYm0DytFVnEXymDWsU3uR7Od7PHDpR8xdIIYzJfI25RWxKGJcoXRNHXJXKmBkVKuufICNPhghRIlhLnYGwFI53SNl7iVtm0RhtmIbRZmLGCX7Qty4ELdkKCZZ9QiphkqCuHXXTZK8PTe3UKLMyJuYnC4YQmbQNlbP42ZTVYqHUlGSonKetW5q61u7McWDVdSyXJ8xP5lQ7+0SrbZGOjk84vHmFoVvQtC1YdenV0woaIwNlUpicbDcmU4o91k6o2z2qulVMmAQRp03eUr4JNs+yrrT9gJg2x6a05fiYrhLFboXlUQLHejOdwouExgXtmgygLFktGlaFp0MWXP0EqSsUSQxBy6dq58cAqP5Ncj5QPTjJ6ZoYdSjlkAatlDb6lhX+eIjCzeOOVRfxxivtd+IJfWAICeuD9l+oXJ6v4/OD9UpXwbCzNyUNAyNh0gBGh23HYVC2pWh4o26nzPYOFNvFyGq5YLW4wRAGhjxPOuXRJ5o4rkYCYnIG74pAGZqqwVe7uGqKr3MhhMmhBN8DuVeY9doDVYqpMpqxyPc0RZNDXNr5GSjDIcEU7r7DeZN5+oyJ9CLo2mdVhdK54rk/QVI6zloskgFwNuUb8asQc690pwFAYy0xBk4WHSfLOd4kLp7fxRnL8VKbti074WQ5UFunfHDRcScn3cDRfElbex09MtFgpADdEKm8tsJu6hqHpalrVqvSxrL0I1UzE8MAMeF9TdVOQTR0sOx6lt2SIa60NCtFVqsVXd/jjbIrnCt1hi7zujzOa6oJ0+KqqY4ccTbPbja4WBODQ/BINFjfYL1Tz9UCpDyZSyhFtaDdpxFtd65sY2VzmFLPaTTbMQZa7ZoRizXadtVqAxZjDTxRuiY3SuOk8lruhAgxlrdCMc7I1zJKmxUxTNtGW2jHwGqp7IHVUiPGcYg01rI7aZlkQZlNtbWPcxaDAmxjIA6R5WLFcrGkPdinnbQ03tMvdFik9pPSgU4u2jFJ7rynmUyppqopk2jJ/cmyZ9HHsbJaaxC164zQaBV3rn2s6pa6mWKM04HeISFiM1UoKskRk2GPViNbhCRrHAWZ5lK6Do6ZAd1H+W7xnq1TNm3xDYvjUF7k0TMXIF9nShGjjOkxs3A719kVrI5ucXljzMjTKukdMhap6orFAmbTCQ7h2s1D5gtlQLbNJHdP0QcyBH2L9/f2qNsJF9qpjvIYAvP5Qku0Ks9s0nLPhQMODvapq0obeWS6cdM0BOdoplNi3+dotMO5hqaqFWstlyyGwKLrWS4OGbojEDWxzlc4V2FthfM1xqq59fUOzc4FqnYHUmJYzgndMXE4IYWa6FudBOt8nt/jsK7OJXDqTMhGU14t/cocKmRMMxU+W0lKg9KSyr0t1KOtus4cR5SUcthFvUqRzYrv27fOrGC1NPYYZ+N4l0G4CpWvvDZdbRzeW7rVipirW3anE+bLFSEo36ppKu3bHoWjxVwnbdVes/yVdsLzdYV12vvdtxNmO27szIdoS2sk0Q+dNtyY7SpQNo4YB6xzarq8J/ZCtBXz1Yr58RWG+cO4tKJtG+pmpklirzOXrWtUqDxU9YSq3sNVjVYby0DsbpLCgmRrbDyHzSRCjEOCYPAYAuSRL9rry+YYlc1mWjltspEqM7l/A5u5V9FGuTZXM2mTES3nF0nZVMrYH1ab4qz7u97OdUbDxrPazrwpk4FlzA1cnXP42lG1FZNJzUl/RDtp6E3i5HBJU3liqKico21rppMWaBlEhWtnd4e6qYkhIRK1gtipGTk+vE4jE5LT3JirKsLQs1ouiGFgtVhqe6OqpjLK1rQZ6CeB2A/MV4GjRc/J4VW6+cMQ5zTtAdX0Ik0zo3aCt5lHbltctUPVBFxVQ9IS9jh0hC4PphRAtJg12x509mtYJ8tNyt6eaFAzifZvl5g/L9/JwN7ZPI9I0ziQtQ8bnLQcVnCFuZuHjq6LLDQskdIThPMec8AzoUFG7x0hDPRDyIHLyKyaEENgOY9jz84w6DDxGPQGzKYT6rbh4OK+FkA0Nbu7O1gDi2VPvwrsn9+nqqpx2LbzHhGY7uxQTxv65ZJrly9zeOMqQ+g1SIoK0cH585ikWKbrerpB2abHx8fMj66wPP48xIF2dh/t3v20010l4IUVTruOaEigPY9vBW/zJNkUSDktI6ZGTIUxE2xVqxCXzATkF60UNWhf1pQSxsmYcjFpyKB+rdEABeeZvIhoq+5RcPIq5rBE2IVMJzGMrTzliVJX2HU9VV3l0bsaIR/6qKzLusI1ToGnscpciJGhX3F4eMTJYqkzaqyjaRqatmZ2sMdqvsQ6TwhLTo6PmS8GUoTd8wf4ytMvoJlO2BVyDZ0SB7vVklU3JxK19VHfUdUtQXQaVgiJMAwsVnMWi4X+9+QqsbuOyMBk50nMDh5ktreHz/0kumVE4oIYOlIy4GfY1lPR5T4VkhPqHudbiIJ1NaU9U8n7mVJd5HQ6RgmIgjZls9aMXHWCjm3BWJLPIQQYy+FKu8mU42mZ9j8C96KVNMiaTmmt2y8DZyJYIYQRFGoJeioxB4zRXuwau0n0yxXdcsHVGzf5n5//IldvHI+FCuf2drl3NXDSR3Ym2lzssWs3eeTKIefPHXDhYI8Qe1JsM46KeF8hNtEvFizmxxxeu4Jvai6cv5/rjz2GHwLGOILAYrnESqRb3mSxPGaxOKFbHRGGBdZ5mumT2Ltwib2Di7RNncvdO4IfEDpIHUifH5bD1had5axjcn3dICFgnRaNbgJmyY6NNkSpsE41j3UerNexem4dPNYSrTw1Y3Pa2WbqTAlceswN2vEmB24sYKHkBwzG3H6v0MhZsLzurP/t19kQnu+s/+3XHcG6s85k3RGsO+tM1h3BurPOZN0RrDvrTNYdwbqzzmTdEaw760zWHcG6s85k3RGsO+tM1v8NZqTioMdGmCcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_model(cnn_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用现有模型和预训练模型\n",
    "可以看到由于数据量不足且训练的epoch不够，我们从零搭建训练的网络效果并不理想。通常来讲，我们会选择一些现有的模型配合在它们上训练好的预训练模型来直接finetune，下面我们使用torchvision中自带的resnet18为例\n",
    "#### 1.定义模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ResNet(\n",
      "  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
      "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "  (relu): ReLU(inplace=True)\n",
      "  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
      "  (layer1): Sequential(\n",
      "    (0): BasicBlock(\n",
      "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    )\n",
      "    (1): BasicBlock(\n",
      "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    )\n",
      "  )\n",
      "  (layer2): Sequential(\n",
      "    (0): BasicBlock(\n",
      "      (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (downsample): Sequential(\n",
      "        (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
      "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "    )\n",
      "    (1): BasicBlock(\n",
      "      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    )\n",
      "  )\n",
      "  (layer3): Sequential(\n",
      "    (0): BasicBlock(\n",
      "      (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (downsample): Sequential(\n",
      "        (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
      "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "    )\n",
      "    (1): BasicBlock(\n",
      "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    )\n",
      "  )\n",
      "  (layer4): Sequential(\n",
      "    (0): BasicBlock(\n",
      "      (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (downsample): Sequential(\n",
      "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
      "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      )\n",
      "    )\n",
      "    (1): BasicBlock(\n",
      "      (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "      (relu): ReLU(inplace=True)\n",
      "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
      "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "    )\n",
      "  )\n",
      "  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
      "  (fc): Linear(in_features=512, out_features=2, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "# 从torchvision中载入resnet18模型，并且加载预训练\n",
    "model_conv = torchvision.models.resnet18(pretrained=True)\n",
    "# freeze前面的卷积层，使其训练时不更新\n",
    "for param in model_conv.parameters():\n",
    "    param.requires_grad = False\n",
    "\n",
    "# 最后的分类fc层输出换为2，进行二分类\n",
    "num_ftrs = model_conv.fc.in_features\n",
    "model_conv.fc = nn.Linear(num_ftrs, 2)\n",
    "\n",
    "model_conv = model_conv.to(device)\n",
    "\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "\n",
    "# 仅训练最后改变的fc层\n",
    "optimizer_conv = optim.SGD(model_conv.fc.parameters(), lr=0.001, momentum=0.9)\n",
    "\n",
    "exp_lr_scheduler = lr_scheduler.StepLR(optimizer_conv, step_size=7, gamma=0.1)\n",
    "\n",
    "print(model_conv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0/24\n",
      "----------\n",
      "train Loss: 0.6470 Acc: 0.6475\n",
      "val Loss: 0.2293 Acc: 0.9346\n",
      "\n",
      "Epoch 1/24\n",
      "----------\n",
      "train Loss: 0.5545 Acc: 0.7459\n",
      "val Loss: 0.2751 Acc: 0.8954\n",
      "\n",
      "Epoch 2/24\n",
      "----------\n",
      "train Loss: 0.4575 Acc: 0.7828\n",
      "val Loss: 0.2214 Acc: 0.9412\n",
      "\n",
      "Epoch 3/24\n",
      "----------\n",
      "train Loss: 0.5037 Acc: 0.7828\n",
      "val Loss: 0.2590 Acc: 0.9150\n",
      "\n",
      "Epoch 4/24\n",
      "----------\n",
      "train Loss: 0.4899 Acc: 0.8074\n",
      "val Loss: 0.2612 Acc: 0.9281\n",
      "\n",
      "Epoch 5/24\n",
      "----------\n",
      "train Loss: 0.5515 Acc: 0.7992\n",
      "val Loss: 0.2108 Acc: 0.9346\n",
      "\n",
      "Epoch 6/24\n",
      "----------\n",
      "train Loss: 0.3539 Acc: 0.8443\n",
      "val Loss: 0.2310 Acc: 0.9412\n",
      "\n",
      "Epoch 7/24\n",
      "----------\n",
      "train Loss: 0.3392 Acc: 0.8320\n",
      "val Loss: 0.2169 Acc: 0.9412\n",
      "\n",
      "Epoch 8/24\n",
      "----------\n",
      "train Loss: 0.3002 Acc: 0.8443\n",
      "val Loss: 0.2526 Acc: 0.9412\n",
      "\n",
      "Epoch 9/24\n",
      "----------\n",
      "train Loss: 0.3720 Acc: 0.8279\n",
      "val Loss: 0.2342 Acc: 0.9346\n",
      "\n",
      "Epoch 10/24\n",
      "----------\n",
      "train Loss: 0.4116 Acc: 0.8525\n",
      "val Loss: 0.2190 Acc: 0.9346\n",
      "\n",
      "Epoch 11/24\n",
      "----------\n",
      "train Loss: 0.2837 Acc: 0.8770\n",
      "val Loss: 0.2231 Acc: 0.9346\n",
      "\n",
      "Epoch 12/24\n",
      "----------\n",
      "train Loss: 0.2714 Acc: 0.8934\n",
      "val Loss: 0.2238 Acc: 0.9412\n",
      "\n",
      "Epoch 13/24\n",
      "----------\n",
      "train Loss: 0.3896 Acc: 0.8566\n",
      "val Loss: 0.2344 Acc: 0.9346\n",
      "\n",
      "Epoch 14/24\n",
      "----------\n",
      "train Loss: 0.3439 Acc: 0.8361\n",
      "val Loss: 0.2119 Acc: 0.9412\n",
      "\n",
      "Epoch 15/24\n",
      "----------\n",
      "train Loss: 0.2479 Acc: 0.8893\n",
      "val Loss: 0.2183 Acc: 0.9477\n",
      "\n",
      "Epoch 16/24\n",
      "----------\n",
      "train Loss: 0.3801 Acc: 0.8238\n",
      "val Loss: 0.2186 Acc: 0.9346\n",
      "\n",
      "Epoch 17/24\n",
      "----------\n",
      "train Loss: 0.3699 Acc: 0.8402\n",
      "val Loss: 0.2187 Acc: 0.9477\n",
      "\n",
      "Epoch 18/24\n",
      "----------\n",
      "train Loss: 0.3415 Acc: 0.8607\n",
      "val Loss: 0.2390 Acc: 0.9346\n",
      "\n",
      "Epoch 19/24\n",
      "----------\n",
      "train Loss: 0.3347 Acc: 0.8607\n",
      "val Loss: 0.2122 Acc: 0.9412\n",
      "\n",
      "Epoch 20/24\n",
      "----------\n",
      "train Loss: 0.3318 Acc: 0.8279\n",
      "val Loss: 0.2079 Acc: 0.9412\n",
      "\n",
      "Epoch 21/24\n",
      "----------\n",
      "train Loss: 0.3151 Acc: 0.8648\n",
      "val Loss: 0.2308 Acc: 0.9477\n",
      "\n",
      "Epoch 22/24\n",
      "----------\n",
      "train Loss: 0.3970 Acc: 0.8197\n",
      "val Loss: 0.2154 Acc: 0.9412\n",
      "\n",
      "Epoch 23/24\n",
      "----------\n",
      "train Loss: 0.3802 Acc: 0.8320\n",
      "val Loss: 0.2131 Acc: 0.9412\n",
      "\n",
      "Epoch 24/24\n",
      "----------\n",
      "train Loss: 0.3277 Acc: 0.8648\n",
      "val Loss: 0.2306 Acc: 0.9346\n",
      "\n",
      "Training complete in 2m 17s\n",
      "Best val Acc: 0.947712\n"
     ]
    }
   ],
   "source": [
    "model_ft = train_model(model_conv, criterion, optimizer_conv, exp_lr_scheduler,\n",
    "                       num_epochs=25) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "经过finetune一个现有的resnet18模型，验证集上的acc达到了95.4248"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.可视化预测结果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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vLb50yesTuNLFCqDqkDsF0hGURYy2OXGqsZUplBvgSB/HlZQ4CAvWAWMlnicIAkMS50gRYYy5puP/gpDKc3ykkDjSw8PFx8fBR+IhjYOwAiUsrqygnRpZWMfGXWy3h+ka0rZG6DmCmo/b9PAnQ4KKx+GVW5hdmAfbx5o2nX6bfj/Cd1pU/Tup1g9AMsJ0BjjVFqQlRDk4DrRqpGefIT5/icIU6CJlVAwRnSvUhcTx66RxDyeOCGp1fC+gGCYUT3Yp7jqCPzOJ1SWmiDBZTJlH6GKAzQdkaUGYTqGcEKEFoePhVUJ0UCCHEWJxiqTXpXvmAoENaB09jBE+g94Oldyy51qc+gRTziRbF55Gz7XYT7rUzTRNXK6IEusaSCy+41O4DqbMKC9fZJDuoxyFES4aQ6ZLTLODceYwViOtAyikcNDCIqXGU4xXj6BGpVIQhPk1Hf8XhFRKKRzh4kgHV7ooAqT1UcZHKoVAjOUSW2BtTqkhMoa9tCAhwG1UCBJLUDHYZo4RBWFwiFe/+m00Gg2EvoS2grQIWb1ymUG3Qy0YMTsxQ91UmDtXxzt2GwQBYqEFa20YGFwRUJs/SBz1ibdWKYqckd4nbExitCHPMvAlNk2REmRmUd0+q7//EdKbAs5uP8xutEFCQmaGePURR44rVhZXiLY6LE5/F0oorE4RRiAnQ0SW4/Y6BC1Fe8eQDiPCWDO5dBDrB2S7HfJyF4ecIHWpeg1UJWR/7wrLViMrFUxfUkQRjrEoIcjKDCfJyZTEeh5JsolXbSKlxLGCZBSTjmJ0RSBRCBykFQghx5MsFik9KoHGNOro8kUwU7muixQODg6O8JBCggAtDAZNnEf0kz7CKRgMI0aDhHiU4LmK4WBEvaaQEznGt3g+SCVotCxCjMBkaPbpJRFZqXn86SuUmcfkZJ/tziVkDHcPb2OifRwxFSLKArTGJglFf4SQHiLPcYKQItknK3o4e2tUagsEsweI9vdRB6o4wkFEBSJ06TzwMH/0mUd4YnodWaniOhVczzA5lxHMVzHbfWJvn4VJiypBaEmBQSUFRkEuLfnuBnvZOm6saUaLSLeBZw31mUXyLugkIgwazM0fp93dYDvpMUq6VDCILEL6ATJUpMLiNWqkvTZJOqRrumTFkFQLmkKTl4aLXxrh3FKnvqRQCDwlEFZhrcIYB2sAq0AoHM+jUf/6jnf/ELwgpHIciUAhhSIzOXkxot+PyDNDr9fDaksUJVijqQQBWZbSatQQtqRZd5Eyx/PB+gWFmyGkZbP7FH/8kf8Xpw7fzA033ECU9FnfOc2Zy7sMBpbppsdcq8JUvcaGucJ1e1soN4CiAGERFXBqFeL1NUbtLawpEEKgraEoU3SRosKAuN8lVDmmE5GORngtRU17TPUKxGRJFmlyCjxf02z56GSC/dxhaWkeUQD9BJFaHNcnT0bodoRIc0QmWfQn2BrtsxIP8fIS0xtCZ0hjYYb9rYipsIo32WJz9yzWFLhCooxEa0E/HuC4DSqjjMKkoDPSZEheERBWyaIhBRC7ktpBBxtKsjRHCpfc5lfFERejFVobtBEYKxBWItS1pcELQqphHmO0JUsNW9ttslFOkWkmWxMUeUmaJQgsEkuZp4S+QnmCvMhxrzol5gbyYUGcJ6QpxJkhjUd84tMXufPU/aws+Tz6xCWevTDAdxWSkjzO2MnbDJw2N/mTLOUKETbAK8nPr5NubmNNiWgEFD2NxKOwMb20TWIysvOGicM3k+31CXIooyEU0KpOsVJZoDoaEVuLVQWeZ5idmITCQdMipIpMS5T2EcYgAh+nVaXcbaNHI4J6lRk5Rac9YPPy06ycvJ3hqIM1mnLQo5QGHcW4E9OYEjAOWjVxKg0Cz2Mj7dFoTCIqAQMdAyV7vS38cA5bnyAYDiCoEAcOrRtL0qKkjBRSWDylEaRIocczlBaUWmOMwFgHgbqm4/+CkOrC6R2SJCVwA0ajCCmgLHIG/RIhLJUwIEkSgkoFJSzSEyTZCCEtaV6SRgOSKKOfGUrhAIaisJRlTpYY/sdnz48F1UxTlJCXJb4Lqu6hXY/L6YhHigtMr83i1gOkCNFZjpGWqN8nnJ1D2z3cvkSUKVE5gFKS5wPKpEuedShLA8pHEBB4NU56x/g+M8Nfmmc5yz7NRsBkfbz58N0J6t4kwvWwpUGUJSIvcYuczt4G7StPM+m0cI3PDQvXc+nsY3QqZxHGpdZo0Y/2SIgZORmTVhC6AfumxNQDRLOO3LTkWYbjGLJRRpIMMNYykgVuMkRHEcqC8AOk6ZOiMXGKowRSlGi3xBoBRiNEjtECISxGC7QWCPEimKk8qVCeR5anVAMHrMG6HmHo4TqCPE+pNzzCio/ruTi+wnqWUZ4zGA7QriVNC5JEU1BiLRgLZSHQukDrAqNLSmOxWLQ2DBONkoZm1eKGLo8na7yiuJ7k2Wep1aYJp5YREqSQpDvbJNmQsixx3ADXKSkdj266R3LxIRr1aSrTs4T46GSEO9liemaB7toeK8plddJQrVmstODW8dUUNX8aZQVGl9gkQ0U5eqdLurnFlcEaroqZnFyiOjXLiZvuo715BWkL4jghHu4wtNu0Z0Kqu6ukwz2UI+lcOU19+TrKJAdriIdtNnbWOD47Qbnfw1iNZwqyNKNPgShytGMYpQZGJQgIgpyiGBMK42K0pSxStAbXdfA8ieddW0eVF4RUghLfV1grCYMApQTGFLiBwvMU1eoMjWqL0A3Ahdwm9Mo+g3ZGnBbkcUyvP6Ifj2cqqSRCCKy1lIWlLDSmtBirQViMkSSZRZNhhMap19hVQ9ZGV5jNXEbFPtWZRWQlxK+1GLQHDKI2oVvDRY1nR1NghCArCkxk0bpANTXWgB5F1Kcm8ErDyHQRriaslHhBDSGqVN0QT/mUSYlKCrAGk5ZYVzE1Oc+x3mHS7TaZ20Eqi+d5RNkOQRlgSp84jajXAvLdTXb9ISPbR0w0SKI2WdYndlKSJKfodBnkEWnXQxUWYwz5YICVAgMknmKkDdFIY5TB9S3GWKQokJRgDEWuSWNNmVv8MKVWU/DNhX9+TbwgpKqGDo5yCAKJW/FwAwcvVNTDGlVVxZM+EomxmswmaJKxIrRIiZKMZBTR60UMYsBxcVyHr8iS1lwdaC2RUgJmLIgLQ55J+kLjqYjQk5zOtzjon0DW62gy3MDHqfiEcQ0vqRBnI1zpU1oo85LEZHhegGNzVBnDcJdGdRodj5CBT73SpDKUzPohM5MVlJpACBeXKjI1iNAiXBchcmye4QhFOLfIwXqN/OiQ7UceQxQpiJKyyBGVOkpV8XZ2WW4epZ+00TqlGA2JfR/jB+wMNuntbSFrDRKbUfUayNyhE+1SNppE/T7G9ZgM6qyXJUWaE/UM1jG4ZUmZZ+MfpZVYbdGFpMwsZVGgbYYu4asEFP2j8IKQanppEumpsRZaWRwpcITAReEJcIRBYLCmAJNhRYImJSszsiIjTRJGw4I0BRWAtRajHYTUV7fDV7XbFoQc613G5hNJaTX9PKciEy46HSKRMttYJNtro3OHfBQjLFSCBoUu0BikdPGlS1EajLVkxVhLX1BilaLiSPyaS3Nhmbs6yxzbluxuJYhpH1t6BNpDlRLhu0gySArEdB29uoeqVSizHKWHsDBJlPQI/GmOnLqX/naXUa/NsIxo2BI9iqg2a0gDZthjWKvR7W4wLCNamU8mM6qOYtTdw3gurYMn2br4DEu1GsYoynRIZEEbg9EFNs1RQlMWHqZ0gAQM5EVJnmlUUWIKS/piINXM/BQlOanOsLbEtQIPhYvAxeAIM7Z2yAJUijYRhYjJi4xSZ5RlQVGMBUkKi+86HF+5kcmJBpdXLzKKOmhtxsufHXNMSI3jlVghKUqPTpFxzu+w58X47XV6e9tMz50am2BCH19UcNI+aZliJWhrcZRLTkliM0yZU8oCkxgcP8QZDFGBS7UwFKsdejMh6rhEVgVhESKlQmYGM4iRoxztO6BcqAY4niLeWKXobrA+2CF0JLVwCoYDhBmHnw+Ge6yKiAO9AgFkaczu+mVGM5MMyhw/z9gf7eG44BmBbDZZj9r4rsNurUJ3e5vG5AybUYwIQeIgrKHIJMak6FKAVZhSUpQJSWzBaCpVjef8wxPG/a/wgpDKqLFx04gMV1k8PEIjcaXEtxJpLWCw5CiRou2I1KYUusSSYsqSMrcUpSDwHd7wrW/jX/4//hlNX9JuD9jptInzkt3OLrvbm6xdOcuFy0/TzfbJTEmpBYm2bBYDntarTA1ydgebKOHRqM6BL8n6hkrRIhvsAgZtFEZJtDFoLMYajM4xQD/eo8xj8KqIuRmqOwVLT2lsvkt23xKt6xeQysMOUpKnLuMJhbuyiKiF2LwAYzAGBjs7dNur6NYKtiopqh5EQ7S1jIoem1EbaTwMhtIWFMayEffxhSCNhxTCUDEC5XiMDJSrlzmwsMy5aIRWgo7UlDJF+Q4oA5QgSrR2yBKFtSXWSIrCkMQFWufkmaFW+8aCS79RvDCkkgm5ybGqQCmBbx0CCT4KT4xNBkaUaFHgyARpU7Qs0WikSrGFBSHwfcHxIyf4f/7ku1manECkKY2JJocbCjAQHsfgU5SS9sYej597koefuJ8Lm2dZ762R6RGP2F3uLuoEJWR5QioHSOmjKg66k1MITQmIwMELfYT2yJOEUhcYWyCEyyDtUMoEmw9YGw5Ycpo0swz1zJBqu8vsko+74uJkUJuZxSYJAoOJU+z+PqLm4VVrLC1fx1a8zW5/FRlWEI6itJK8YgmrAWz3kaKB0QVaCoyUJNGI6cYsJisgs7TckEJr0s4uB5pNdK0KeyN0PGJYRJjpEulKrNBYo8CCuapAtQaMNmhtsQaKDLLEkqTZNR3/F4RUsYnIbIFSGulIXOPiW0sFB1c4gKAUKZ4qcVSOsjnSKxEuOE6BAjxXIFyft7zx7RyYnkLkOSLqQ9lB+CmkEXQtymngNJZYPjzD4rE38G2v/jZG+x3OPvYYX3zgI+wOdhh5DaqRJnCqCOvgBBWULNEeYC1CCIzJqbWmUYuTRKtbDNv7mKKkVJY8G4EwmKSPT0Zlfgnl1MGWNOQEQX0K6XsIFOrwLPrSFrYXUex2Me0Ouq0p4oxWbZpW0ODC9mXmJlbwKi32urv0yNnv7lIrNdV6hb14SCY1ItNMegF+ZhjlKVVhccqCrMwIBAS1FpeHA0yW0EkzOplGzSkasqTUlrIssVZc1fE5lLmPtWYso5qrGxzGqppriReGVGVCaQpCV+M6HoGB0Eh8644lKwmeV8VRglKO8LG4gcHxJI4jEKXAlZJKrcZdt9+FsgZhBTaLEeUIzABhUpAWyh42KhF5A+nX8ZWHNx1y1yvv5YZjB9l48jTqM4+Qs481BZmIKfdSyiAnnGzRj7roIsfxQsL5Fo37VqidamE//yTdjQ5aCbQr6ZNhTEFTBch4iFeZYOgqnFYTd6KJcl2kUJikR97rkZy+gg4EncvnmVycwSkdXCmZbSwQdXawcQYtSW1hBn91jSe3L3JSKIbZiL5NcK0k8EJErULTrRLpIU3joqVEOh61ekBfWBgN8aSkbE6QjPaYCMbqBa0FuijJC0FeGLJ0rNuzgCkturRj50RhkOJFoKeKdYaQBVVH40uXwAp8qXCNhyPqNBunmDh4CiUUuRqwN3qcZvoQw/AhSkdRSTxy32FyYoq56RmE8MAmiNoUMAllF/IBOO7Y7OL6YDUMLkM2QDgBqrZEZcZn4vgRLn36b3FcQz7aQx49RHrhEi5gGj7Cc9E6p1KtUD3SonUix2oDZoHokwkm0UjHpVPmUMKMH2KtJh7uEYmSaGUZoTRkBaQlph+htEW1qqw+fj+rxS7hmQscc+aYnJphbnqefG+B7vYV/GREXvXQ3Q7TecFA5/QqISMEc0UFZ3KW5btvIdndx39qHR+B1iWuVESDIYwipr2AKxN14lEfJ3DwGxZpNZKrXqraILW4uuyBtQJTKqBECIGUhiB4EcxUqckJvBzPNwRW4luFZ32a4jCt2i2E7gxyGyg11VqVangHB468nJvNkzx78RNs3eHTPHyclZMnWZ5dxiqLEArh1cdqqawFtsQagzAlJH1In0a4+VhAjbdg/0mwFRrBQaZfcR2jbsxgfZ28s0pe9JhUITouEcaghcaIEmsiHC9Fuqss3B2SR0vsfXkPtKEaj1UP1lgMBVI4zFWmmDh8BFkLoRZQxiNMVmCSCJ3F1CdnCS+u0dtbozedoYqMXncDbIHBpbe/Srwd4QmwQrBnUzLXMJ14hH6N2ftuZv6uW3n0T/6YmoZUgG9BClBCEQY1zlNycWuVgdU0piQElqIQWGMotabMx4J5WSrKQozVL1aDMUhp8FzBZN2/puP/gpDKigzfy6k5ijDxCdIppga3MKVuQOoqQsSQlojKOsJehJHACe/jiDzK4Xf+C5ioIhONECAzhQgUaBd8AUJgdYaYlIg0g/0+JA4wC36GCANozCPiLm7UQfZOM+uPmJpd4vxuh6A5z6AXoxHkeYEVmsD3xhEguUXoCBt0cFuw8qoDVJorRGsF6twGMrWQQaHBlhlF2qU1ESA8NR6osiTt7rJz5knKzW2ac/PcdOxetmyFrfYlylGKSFIK10EFPugEo1yiIkHU6xSdFFc6HJ5ZRi6ELLzsKKtPPEBy7iKekGT1Jnm/R1FkhG5AuLxIsreBjCwuFm/OotEUWmC0xZSgM02aK8rSjP3XEOO+AljwXUur8iKYqV7jv4pqaHGMppGdpJksMzF/BFUtEGkXqnWEDRBFHXYVVCcRU1MwKZHLVSgLxHAHUfZhIKBoYttDhCdhsgZPbGCtQByeQ8zMQFnH9jysHUCRITwfW/cQxuBIl9qgQx4mTDdn2NjZoZsOUX4dxwsgy3A8NVaeigJXZViVYK2lNrdO/bWHyLtzrH9BsXemDUnJaHuIoyT1Sp3qdGNsuyw02WaHvcef5smHPoU0mpP6FJ4T4JQlhC6PJ9scsSHNcIJmfZHLJiMbjihcQ68sEbU6dy0dZ+K6RWrXBYz662z89SM4pSV1FEmZU7OG5tJBgpkFOlGfenUC1WszGypsNSfTgAasxRSavBCUhaEsJKDHgSaFQCmLVAIlIJAvApnq7sqPIBshApBVB4VGVreR1W0oRwhRx24tQ7CI1RraLmLGQdQKyDNEsIVsXQSdgC5hcBR74Tw4PuLQMQhc8HzsZg5TEjHTQkw3IMrA0VhvAKYDVRdUBxuUGLegde9NFI88hkkKUALpgG99RiZFOQblWXzPhUCR2wJrU5xgi8kpj1pzgqBZY7iRk1W7BKMUGdZxp+soT2HiEq1zlLZMuhWebJ9lOZrFr00zMTmHVj7PPPl5BrbGhFqmr1La6R79vEtPZiRCcuTIQWbvmSE4sU/Sdzj/p08i90fEpsRoaOaayYUVwmOn2M4jttI+G/vrBBIqFZd9mVEaEIzd6PNCkGSQ55AX42NCgNGWIgPHNRSppUhfBO7E3nITIV2EJxAOkF5BVHZB5IhgAfQEsjY1XrZWjiGqPqIKwqxDpYpwCuyeDx2BOO5CuY68LgThjZdCNYdYCMezeG4QocBqBSMFwoeghnBmwe0BG9i6oFwCfakDmaJZaxGXGUU+wA08KkKCLHEdQVATyIkpbNIlTzWFDJEiR830OfT6OvnuMQ4NKyS7MQZJMFVH5ym6U6CTBMdTLM4eZV+MWN2/jC8VRgwJyLheNtC5pl2MOLu1A8UQqzReLeTmOw+xcmsL03iMfi/j0p/mFJcipDHUhGKyNsXCoesxjQZrow6juMPuzhZZqWk6CqdusI6kLMdWBl0K0gyyQlLkCosGK9F6vPuzWMrCMEoMvbi4puP/wlR8qPnjKRgLqUHsAjMVmJ6DpIEdTYDvI6IcirFbq+2M4FIPcbMP0wHYBTAJwlqYdQAJ1oe9GLwGSIFQZixjlYAnYDZAZBZcAdIFbwoqVZylWfQ05E+t0mpMIZMRPdlnsJ3RsFW8wIG6Q1D38JsetpLimgxZphTRBv3+PkJOUmveSOVEQMuZR7o1jPVI4jrSAkWBTHLKdIhy4IDTZKA0WluG+YhBvIuDJhI5/WKfjolpSoOoCRZeM8nczSXJ6DGSx3xGTyr0+YRAC3ynSv3IMeaO30QsLBfXnmGnu89uPqSXD6n54CeWoupTr0PazcgyQ5pClit0IcdqBCMR2LGP+tWPNoIokXRjfU2H/4VxfcnteJYyAjIBzMGgjpguwChoZ5BngI+oKYQnYGRhYGEgod5FVCVixgOX8RvwZjC0kI4ZXzO3CCmwewlj67JCCGDKBwVEFgIFzSqyEtJ6x7chFhcovvQ4wZNnmelnOGEdg0GXliCsEdSmkJ6DLSWeVhSqQDYEOg/BPYI/ex/KnQNZwTpVyApkYdDSYBXYJKGMY7Y2z1BBUXMDfMcjM5ZS5+QYZOgRpQOqAdCwTN1b0Dy2SzpoIbZvwL8gSNYuEZQQOCH1iTnqU4v00hF7l86w2V6ny4jMFtTLgmnHx85VaJ5qMPR65NqymxYUWUmRjbXoYuwhhLESa8x4hhcAEl1Ad3Rtx/+FmakGBhsIRCDGngpNH3wP0iHEFcTWKhQOtCah5YEyY+F6/jCi5o5VAyIEVUA5AjEDUQVZ5Ni1LnJmEnSJtUOwGVzoY3o95MxBhDM3NuSWQGGh5UAocRp1pt54N/q6oySXN3AfexL3C19gFO8xKAcEfp36wgJ4IPxTONUqTjHClEOcIsWISTyvCV4dIWtY4WGLHOWMPRkSt2Swv87m9jnOxJscokKoKqztnidVJVYWxEqT2QJfKdy6x+RrfBbvuodW9WbMVkD3kafpbV7EywyeW0NIB+UFOK5HM2xhDt3A+XTEcJBDnHGz30J6DqtVzdLRKjtpxrwyaC1JI4m05di3y4LVEmvt2APUMlYmC/vcLHYt8cKQSgP7BSx4EEiQIEYFNqojMgnzs3CpPY7HEwY6FqRCTDewhQNFbby0lQMQBQxy2Iywe13EzhZ2YhoRGAQJLHjYocBu7WK2cuR0FeFNQlpi9xKEqCOqavykrsQ5NE39wDSVO07S+tZ7GV46T3LuCcIZn9qti4hGCM4cSk6ASVE6xdElwghsDpBhqhPj70UC0kdIhaq6eMtTVJstJlY1hcqwumRY5iTS4CiBURIhFOVUlZu/92Us3nSUauskIvaJNzaxpoqsTOBXCrTWGAt5f8jqQ19gUIPW5Dwnq5PUreZoMEu1VDyVb9E40cKEGkc4TE5XEcIFErA53f0cXTBWhGLG0dUACOQ4WA4hXgSkEjWB8HyILWQlwpdYDaKbQ2ERtRqcdBHrHRj1oeJhK1XkZGNMyLaAugCa0DfY9TbCCoTjYmseYusCNOsQeqA0YkojlMJe2oWFHjg+ttSI0QB8CY0aYkJCYbC+RPggG1Uq08eo3H6Ycu9mxHAPVY+xuQFVw4oKwqmBKBFYRNYe2xtdFxGAlQJrDarZQA8y9G6PYqdNkSQkAmSZk9uSvgtDKZmphSAV07cf4dArb6E1u0jozOF0PbjUpXq6j9OBoLmAnj+OVQo7NcHZv/006bDHWm9Ar7PHwdoUt3tNmjLgStbmCiknVhSFyMC1hMpHygBHVgnchA0/Yn8nIRqU6FIirGA8VY3HSoqvUOva4YWZqTo5uA6i4SN8C3GJiPV4UKMYkZWgBIwybHcTVIGYW8GWCkIfUXEgk9iRgD2BvnAJYX3k3EGE9Mm+vIl6UuG9/TZoFoiaQs5MYntD2OtjMoNev4CoBjjmCIwk9lIfm+eI2w9iQwnagpRgDE6zCRUfihybxIisANUd99EYhJFYIxFuAysl5AXWc0FWkJ6PcUry3Q47585yYfMMlyuKVpwRegEjxyJqPjQclu8+wtKNR6m2mlSaS9TqRyAt4LppxNQBKDX+MEJXQpwjR2Fhnkurpwnida5zm0z4FZark1il2LBtnjlsSL0mbdFHZQLlOPiug7QualIROHXqtZTN5oi9zQHt/YQsGTs6CitAjGcwrV8MpNIS2x5BP4ZmDVFKKAQiExCV0OuCB7buI9wZ7O4qojeA2gjhOhBbRJRipYBQkScp9LcJG1MQKkQhETbEblUQxGPjrJzEmB7sbSKzKsOLzxCoCZzmPNgBZvUSZm0Td7IByxPY0EBSYve7CKdENCTWcRFUr6ZMKBlHB3hYLCJPsdkIq0cgQ4Q04wFJErLtXQYXLzHc2aafRASywNY9nNYE06FiYiVg4bqAsF7DpIa8a3GOLVGMCtTW3nieqDYJXn8vYm0HCsswSzG9Lkde+e3IPMXv7REUJYXWxF7J51v7XGn1qNQV+7lDI/UJAonjKJR08FwP2XBxvSrVaoPJZoONzR47m31G/RytzXjpQ2D1i0D5aXsZshpAqmGQwpQHsQHPhUYNiLFr5xFRAFNLyKUTiGpjLMxTQKeDGQ7ArSGmGgQHTpBvfhnhAn4F7/j10LOwE2DLCnbrHKKooyuKQX+PZjnESXOwGXZ/hEiBYYLY6WMfPQ/RCmKmjt3YJf7LzxPccx3q5gW0sJDlqGqINSkiUFhpoCywWYweDBAVF4HCDPbQ+NgyoXf2Intffoj+cAvdcPCDGodPHWcQp0wMS2pOE5sOyaKU2nydgAamn5Ptd6lu9JHndzBLk2Qry6SXzpFd3GEoMtTSIeT0Is077mP74b9hcq/NdrbFmSmfB6J9irwgrMJU6pAWmqmWQxCUuMpDCInnerjSwXctvl+hWq8y2aqxudmhszciTTQWyzdZ9+pr4gWqTFrCbozwHMg8RBpB6GIHMcJzEQeXxl4G2z0oBXghNOsI34WihDRH71xAa4mvrkMuLuGfPIUdGkTFg3Aa4gzaGXZzG91t40wGKOPS298ji2Lm544iBga6HWySIdoRCIV59hxsb2BqVYSxuEWJjQek9++y/fBT1K47SPPkEYp+D3d5ClEL0MMhdrCPUSnBkWOUg87Y3OE6xJ1dLn7+c8SDbSavm0F1Q5R2mFs5TEsL0osXkLpGviewUUl9oUb7/DmCg0fZi4d0zj7CYrJIe+0ilYMznE72caM9epfWkatnGKysMB20aDQaXNk+z2fTKzw6yCkQiBziGEYjSzRMSGdhasqhVnVQQuEpHyElrido1B18z6VaCag3K2y1unR2BwwG6TjG8RriBSGVnKoBCYyicYCDHfuQC2mhPwC/iVg8AqqLCANEtQn6avKnWgVRa0CtSe/0E0w6dVzjIeoTYMx49ssLhBSgNebyDkO5h4wjGrV5FuozrD34cabVBH7YJD/7DGXVodzt4AwKvBNHSB++yKCzRU8mzNYmqR/wyXb3oLfDzl+vM3jwcVQocOdqaEeSbo8Iln3EzAwTjRayNoFxAtLhLjtPnWV77wzhjGTxxhbOIKTcLKnNLaHabWp3HQTp4nIQESnyi3u4NOg8eRr32CG6roPb20MGMwzOPoNxq6xFW8RZB7opf7H1KDPNkKWyQqfI2PYEmRZcFYnQWlBkhiyyRMOYeCiYmbZUa4JK4F1dDj0cKcF3UcrB8x2qVZ/uZJX9vQHdbnxNx/+FWf4eO4s8cRTRqIw1a0UJgwysQVQDbK+NkOHYlSWOQfcRsgY6hZHCegGqOknVb1Bsb+POHQDHHbfd24PpFjZQiE6Cml8ke/QMWxsPcvPtb6Tq11huHYU4x9gR+d4mu1ttEi+glpU0LwqMsoz2NskoGBYl8plzpDt7VI41kO4E8dk1ss4A1Rnvi1RzCtOqMXmDDyohLx3yeI3O5qO0n7nC3ImUyaNTmPVJMiehceOAgi3EpMCtVbHJkHprBbdookwdlRa099YRj5xG7aZ0koxq5pPFGbrcYcMZsa12OO+M6CnDuom4oiWRcui4GoO9GlUE1hp0CWmsiCPNaDCi3zVMTBZMT5U06i08f2xYt4xjKIPAx3EUYejRaFYYDF4EpCLrYz73ReRNpxDTswgs7A8hj7E2QpoEog7WuohmE5vG0InBDRHDGMIAUa1TnT9IcfEC6dOPEUwvIqp1SHIYRIiV+fFyGpVMTi0zunCeotvDWVimdvwGbJmjKbGFwbYHbLafxQrJkVaPvFZhONqjkBA7Jd0n2gQ2QA92KHyHkQvBlKCca+MfusJEbZJs8HKG7TUaKwOyqMfGlc8xHO3SOPSdkM5gnceJwoNMXf8y5ubbY7thXyCKkHS7w2hvj+3di9x765sQnkSnmp2Hv0hFeJT1Cr2og5o6hpOMGDQqnK0WrHoF1aok68JWpqk1LYUcZz4wYmzH01ed78pSoLWksw/9Tky9ntOZyVmYz5mYnCAMKziOhyMdkOPoZEdJ/MCl3gyu6fC/MHqql98CT1yCp5/Czi4gbroeMT8F+w6M2lhHIoSDvXwRqg3kdctjndZqD8oMKi7GjhCUOH6FZP0iUd7BnVpCdRKcngfRaKwS0CnexBwHb38VopeBI7HSYnZ2KHSB25pisswRuWBkC5Iyo5xZJu02CbKUvgWT5VipMM4CjZVpymiVxg017JRPWt3Em9uD5JOY5lvwl+7DjjZweo8QiB2Ga+v4SYNwIqF1NGXuhIdfP4Hwm+yfv8Des5tMhJME1QbtzafYevJvCQYOg+4uw50dHEC6LqO4jc12yYc9CArUYh0vGaECycF5j07HkrRLTiy4JEhGRUZnZDDGYrVACIO1kiI3JBlE/YJ+p0+3XTA3nzA106LZrBMGPq7rIKWDUuD5Cs97EaQSYn0DcXwFplpwcRX70EOIY8eg0QRKKLbHSsTlGTh/CfPlHYRfRzQb2NEQEQvIBmS2pJAjsjJi5/RlSv9Z/AEcWz6J3V3FJhoVVkGX6CSFwiDae+QiZzTYJNpaJ2xM4lVqBEENx2gKadhfvUBX5qzMzHKk0sRzXKQr2ZVDyuMXObi8gpzbJ7oUgjiCU3WorUyii7NIzyOcu5sF6ZIMv8ST3U+ibZeaN43nW7JRm8rCDXjVGtMnq1zac5mWdRpOkxPGZ+fsE2ydPYOxgubs9DjvguPgFSOizh40PaamJqlFO8w1fOphQCV0mVtS1IoAMQx46krEdXOSi36fS2t9jBYYLcepAPTVeElriYaaNI7odzOm2wkzs0Omp5vU61Vc38PznKsy14tBT7W2TnnuMs71tyGuuwEunyG///PIhUO4R48hTBNMDJ6HODaPPbdOsblHkY3w5xZwKhX0oItUlmxviyIrqCYOm08/zV46wg6HTB46iu3vwWpGpdLCCULSdETx5CqRNPTyGGSO3LuA53hUWkvoXBD1t3FCaAmJWwmozU7ROHI9utcl5SKNQwnhYhPTbKErCl/diaytEs4eJut/CVOuIf2D1CeO4rlbtA5MMLp0ibBxAL85S9IZUO3v4VYbuJWAY9cf5tIXH2NqoUHVqVEdCvanBbVdje+HjHoJo50N0jJiammKNn1KJ2a2qmlMt2iFFapaUrQVTi7YDY6TZ49SdEecPNTkytqQPBcYY8b6JiN4Lo7BXE1e0s1JopJeN6HbjZmeqTM5VadWDwl8F+V89dLD3yxeGEG9toTsn0c/9reoG+5A3n4r7sIM5ZNPkT66hXfoGGqiBfsZjArEwSZeqNC7gt6V8yg0bhBQhDByCyqOR1V5LDaW6NIm2lljlPQY2JxqaWkVXSptl+rUPBIBe3uUNmHgFZTdHXzHxbeapdteR/5UF2fBY75WYaZyHWY6oVB9EtOlnF6lfvgA/sHjZFTQQYrjzmFliEDjVxcx5QWwd6LcFspdYWruMKONR3HcCNeBjAbtZ8/i1SdwGxO0pgpETfDkY19gbl9SDAb4xxdIN84gHnuCYm6Gx5NtfFswWhvxpeYmZtZjRjpMzM8gI8lgEBLWKyTFEKe5TDf5Gyom4XhjinpDkGeWsuQ5m97Ya0OM7apWYC2UmaG/n5LEmtEgZzRMmZqp0WpVqFReBDKVrDbhwHWY82fJP/oxnNvuwD11Au+eCmb9EtGTD+IszeN5AocI2x+Q6Qy5UGFi/hjR7h7DK9voAQyHbWIpUVqTRyP8IMTiU8QFfhZTYBi5JUOt8USE35hANetMVhZJLz2GUQKsQBYp1l8lPOrByy5Rv+0Q8tlpWO0x2FzDGB9V9zByFtG8HhcP4afoTICeJ0ufphLOUuTbWNMDZwXpH6Y5cxPVxmeg1Mi8RKYhxSCn/dSTzN9zL261yuSxg/zF3z7EiW2Ho9bHH2r2bztI54unUetnqZgBq0FMe2qawYxlcb7O8HTK9EYVGrPMzWoGly+yHbe40j6DRONIQRB6NJqKfrekzMfPCeD5Em3NOJ5PCIQY17MWQlEW0OsUZNmA4ShlZrbG1GT1mo7/CzNTKR/hWdSJ6xHzi5Snz2BWL+PcdhPu8kkqXkj33KNcWV+j5nhM15sQpbTTLWypmfDqTK0cxqYWzwvZ391kOOqhpEKUMWmegDZjg65yMEZjTUk86jMqMrSEuszIAks2PY1oVujZTZpHP0k5k9A8coD5k/dSTtxE5HTY/syfIZslYT5DLo5T8abHJAl8ECU2m6UYncNWZ5ByH1M8C+oA0p3C9erUmsvoKIaKxO4NEQPJ/uoZKvPz1I/cwOLKEabmW5zd2ma+Uke2e8zcPMOqq+lMDLHLgmGhOXR4gqlCMqVaXJkucaoTHFxqsv7UE2zvW1qzE9zutplulah6hVIpWi2HnaAkTwWVwGF+0icrLVt7GYgCISxCSJRSCPmVZGeWZGTAFqATsuzFoFF3BDYF4fioWgt5593kzz5O74N/SHjyJMGRY0wfuI4whe3Vy5xZ3SAIA8IgwGvU6I0SKloR1OrUiwmCg1XScpl+t0c67I0T00qI+210EVNagxUWqRwkCaoWgD+gcec8i0cFwYFdYtEhdgsqzUkWFl+JV3slpZ5ALRjmbjuAmBshgkl8ZwaBBByE9MEpEFmJ0XOYUiNFA603MOUewplDOEt4jQWGl69QrRfEq5conumRSs3F6v2c+oljBNUGd7/6FXxs7c945sppGsmAWluzs2B4dr2P2bHMTVWZqloefHCP9XiViaMnkJ1NjN3B8escvO46nn3mHOfOnwGhOdh0kK5hqulzaMriN6oMipLdbk5/VI4zEKOwApQjUZ5ASjHOLY9AKQVSkWtBFL0IPD/JDGKqBsMEG9QRviXwbsCZmaT9N59h++EvUDt8BBX6TCwu4YUVBt0OW7s72KyBLyV1zyFsx4QiQBcZogRXuajmLNUpAXlJzWsglDN+UTUHNRngXD9J7aY5grkIq9ZJ0rPs964QlzHNxmGWF99M2HgN1jRRbkn/yv1YZ4Bya0hcbCyw1sGIsa+XdF00CZJpsuElKs1JpL2A1qcRahHHP4HbPEjZTNBJDURBf22NUlmGf7nD9H13MXfLbRw4ditLU5/hEw89iJJgv7iDV46YnvQ4cPQAD18esfvUgJW5CU4/M+TRBy/y2jtPIoMKkypmtlkS61VkGNOxDs0pQWmHHGiFZHV47HT8HJnGMpVECFBK4vgCJ5A4aqyGF0KgpIMfOASBj+u/COL+MClYb+yrnmdja38hcVpTzN54O4O18/S2VyldH6TExePg3DHy6Yxe0qG7v8dGMiSLY0wU46Ua13FACWyS4DgBSkoqfgNXOjQPLuAdaeJcV8Fd6kPtCmlxht7gIknWx3qC2foNzM5+J9XWveBMYrMSVaS44ZAsMVingRUOZVJitcYKF2kNVoZop4KlRrxfEjbnEOIZrPkyQtyD783hVU8yqm+Stj3itR26oy5Dm2C7lvMf+yyt48fwKxOcePVbeOD0KvHeKkb0UE7I5GwLqyx+tcLqbkQUW+6+cZn+7gbB4AzLy0fZO/c03XMP0fINu3XJgWmJN5MhrM9Gbjg/HBKbryTrGs9EYBFKonwIagLHlSDkVae8sakmCAJ830OJFwOpBn3scISYqY+fb5iOy3mUGXJuhla1RuXQCu2186TtAZlvaQ92aNamqMsmEwsNRmXCyB+R1mOi/oio3yEpciwClcZ4riSvO0wsL1HeOIF7QiAmNjDqAmm0xqgcok1B1T1AxbuF1txrEN5BdncGzM010KM+8eVL5JcHyFoTd/IQbuCgRnbsw+2AQCOEQgUVitQl2ZXkCylOpQpigNaXkfJmvOpNODN/Q/S3G0QX1xjplLLMAMXuZx+k97bvYvbEFCdvu5VbXvUqHnnw8ywuLtBfi+ibBJMVTNVDpGpS1QUXexn3TFmmqzH59qN0opLzuwJZVSwc9vFX5nFn5+jrnGK4hRAS6RikI8buwoz55XoStyJQjkJcLYog5fi753k4zlU91TVmwQsjqO9cQThV7PYWOBYbeqgwhP0eJAPwQ7zcYbY+xbAQ7O9usLa/wYbrEy4uU7EOgV/DVQ6iVFSWFpiaX0AnBcoNEZ0R0hHUbzlO9eU3IGddrNfDGp8s6qIzi5M0CNIJfP8o1fpJfG+W0499nnjUo3Hy1djEkK4OUU4TubhEONHA9BJkOY7Oka4cJ/UXBuX6aOlR7JboSKOCKlbtYu1pJCephCsU1Tni+ElEJmgIn0jnaCzVQcyVL/41rQMr+JU6b3jzmymTbaarkicH53EHG+RxglNGnJxbolkNuXTuEtuxYn07o5sLcAVTy4LYB5YmmLj+OLHVpJsJWWEw2gHKq4W+BNKxOAE4nsFxJY6rUQqs8ZHOWJ6SSiDleIkcGxKvHV4QUkU76wSLB3HrDejsk6yvMXAKZAlzx29CRlCOhuRRSb4/oCIdFhcPsrO/QfvKGTbyDCMdEBY/rCPLKsleB89arBUwSnGVTz3rUR9tY2d8bCWD4R5yMCJQczixT7U5R+22Q3hqmt7jT/H05z/KqeY8yd4cXnUOs1cgCxevUccNHJJhTDksUIMUVW1iS4GwBciAYG6KTirI2wneVIXCtCgKRVUMcNUMYXgzmwtfRJQemSwQvmLk++yu+HSe/GOmbzvO4Vu/hampGU7efA/3/+Ufc3CipJsZ0sISxZZ5VWMqzEmcIau7ltRp4M+WLK9UmF6eQUzMkNc8Il0yGA7pDWJ6AzN2ExZXBXFpcHyB649VCGN1Ahgz/r8UCiUkWHVVr2UpihcBqQYX10h3B+g8QTgKFUcUOqUfdRld2GTx2PX4foi2Cu/wYaIrl0iGI2qqTs0LKMuYQRYxEgW2NJgiJx/1ibVmHGIX45SCKN2nt38BjMZTHlJbAt/D+BHVcJLgnhtwqnNEly/z5Qc/hBpsYdqKci7CPVEl7vRx/ZJaawZUSLE3xO0IZJyDFeNYOT1EBAEyCEhRjC7sUz8mEUpR0ifX5wncaWrVU8QTARflLhsmYs0paM3UOZ4Jel7MhSc+zvzKESpTK9x+xz3sXjpDpf8ETi9hkFm2o4Jnnz5Nb6LGxOQBbjncwF35Vky5itfosC8jSheyKGWUpLR7Efu9mCTSwNUQdseO03qrsW7KURapxplehLCARiGxduxfX5TjLMzyGpcSfUFI9bfqIQ5uzdEKW5g8JY+GDJOI3JSo9h79QZupgyuQDhntt5FBg2BiEq1DogvnMVWPSi0kNAbPVwx3d6n4ISK3FGmMNh5CWKTy0VGCLkuUZ6m7VUQq0Y6gMrWAf+IExXqbre0P89TGFW5ROfGWQ3DzAcIjhwjyiFK18efmKWxB0R5iTJN4p031yEEMHsONVSYOt1CuR+W6U3Q/9+dM3hfAzAXy8nPo4uV48hbqlcPsFiv8afEY0biqELVIEx0vqHg+sR+zfu5LHA4a+JUm9772dXzhA4/jIvC9jKEuEGGDKoa5qkTVaxw+dhjNDKdXP81mPEKTkqaGOE7o91L29zPS1OB7FtWwlNpQWotU5urSJq/+vfoDMQItNFIIdFlSpCW1mmR66kVgULY/qnj2kXWWP79NsZ9TO3wYNbmMM+hDb0CpDFs7FymbVdK6oV4z+P0Nsm6bIu5T5Ja8pohSTVgWVEoIco/cFONdYFlgnPFuJqi1CFRIc3qG0f4+3XTI4vwJkJL1z36cuBHxpDmHZxLytkfQWGBw8Tx5AI6sMNpIGO31KPf20Jt9MlJq+4cR1uB4VaKdLtXJLl5rntaRQ5z9C0t/NcI02+ylF8mzHBm+nmb1Luan7gX3LzAqQ1jBcKjZ2cuYq7g8vbHO4syA9trDzKzcwczMHCt3fwsbD3aYrwTcwhp+GHL9dcsszjVJ4216Gx/lr1Y7rHUvYF0QRpGXmjgqGI0K8kQzVTVUWw6OACVctLXkVlAAWki0dZBiHLhhCw9rXfLCUhQafFhYqLGw2Lim4/+CkGp+wkO+poZ3q4N5MGf/7BqD3R0qtk6j4qK7fWycUexskuuMgQMV4VF1q6hWE+fq8hY4JV5YpxIKMC4NfwZ/ZpFoZwtXCkpTEO3vQpaxv34FMzU91hJ3+wzjhJHdZOiNeLKfc8TkDDZ9Fu+aY3/tAipbZ+LYbXheSHRpC7nVw+wMCG+6le7Fy0ynNyGCOrn12HzkMQ59y+uoNBvUT5wk+/wDsBThNGdw5HG6gy/QqtzMbTffy+LCMhcvXiQvDcYUDPcsrYbLjm848+yz1EOXsDpJY/oYN97xSmp6j1q5zk2nlmlMHaBIujz57LP86ZdO88RqD+1agoqH5/tICaUuKVJQ0jBTMcxVFZOBolmpELgeOIJCQIJLJsHgUFoPygDKgDiyDKKMOEvxK4LJ2Qpu9UWgUhj6HTwTkM9JzHcYrIkZ7LRJP9RBXwpQw5IQH4xEaUmlHCeWpRZQWVggzxL8sImnNUpagloNp94i2dulv7VFOehTWAPa4uPjt2rjJPqhx352mdqBFdYvnyY8WuF0usNskFHd0GgsW4NtFo4fwvVTvNtnKYcFWbdLcWmVxoFlrqxdJF2LmIxfhxM0qC0tcOFD97N498twa3Umb7mF+JGH8LbrVKcKlKuhjCnyTWbmFrnl5pdx6colKAWmtKSJpr2dEoa7nPEKjkYrhN3zBLVJguoMB256A1tP/Cl7u2ucfuiz3P/URc6sdehG40hj1xX4YYbvm3HlDD2uijrXgunAY76pmG0GTDYrhEGIdT0KYSmRFEZR4FCaCpgaZeEzjEq6/YhB2sevgRs66BdD4MO+u48vHByrsEqTyQIqhsvfC8UXK8ydabB8vkfF1qlVphEKonxI1O8TWUNer1CbnaFZm8VNcuREjd7qZcK8oFZpIJwqJo1I0whvqo6uVujFJVZLWjfewSh0obJNJ4xYb0sWdEHSDvHKkl5nk1pQxx6aoXL8GLooyB98kursDMMCtp46x4GTNxJvtWlOzVFpTTDc2mHv9GkW77iL6oFlHnc1B0eCGhJX5jiBJcmfpFU5yMvvex2f+uxHyMsetoS81PR7ObXOkNpMi7M7l5lfXmZv4zHmDryCoLbA+WSF//cf/gHt3j5JJijyqyHq1pImgiK3xMKg1FhWCwOL3zBUJNTckGZVUK37hH6AdR1KxiVuNS6FDdCmhtEheTEucBDrlDDwEQrM1dK91xIvCKk2UwicHEdZTAGFlkSxz6D06CzlbPsD8jKmdrFH012h2mqRiRZeIWgGDWq2ZPDUE6TNGp7r0RzO0DSSLBkRDYfYKKIy1YTJJrkT0T93GRoTJLUqS40TFCLmwF19Htge63DaaxZBBacCYtjl4jNfZlYe53AeYbXCkyFZe41LF54kHY3IjWH39BkaN5wkqNSIHMHTf/lxpm+8gaDWoHPDcRrVdUJjcEWEchJ60VNUy5dx/XU3cfjAMYbDh9HKoq2gLEva2yn1iT6XW7vcEvWpe5bu7uNMLNzD3Xe+nHse+3b+/FMfuhoRLSjLcYkUO44QwxgNssAagbCWIr/qP4U7zjJsNMhxiiBj7FXvBIm0EiP8sXpBSlI7wLgFQngYbcbFqHgxzFR7IY5jUK7BGIHOXbJUEvUcyhzSCjzxcsn8ScENj0UEsSS2JZtlQVqMCDo7NLOCSs9HhQHD9TVGlQaeCvAch2iyweWdKxjXw4tGTBoPnW+R6UkKR+JPaTqdgs1IovoxOg0RU1Pk+7vIikE1KrQ31tm6fJFJ0aJ47BL9/oCtZMSxgydZv/AotVabQ2/9NqQT4q0s89ef/zjHN69w6PBJ7nz5y7HyYXSxgyFGKk1ptolGZ5lo3sO9d7ya02cfo9QlVo+XsVFUsr06oNoacfbyBe695VY6nXM47hTNqSN81xvexoOPPcz69upYPWANZS4xxTj3udUWyzipRp4bRpllmGr6SUktygn8DCMVJYoCDyMNVkBpFZYUKwRJEROVQ8YByQpjDUpcLWB+DfHCmGkuV5lIJb7rkFUkfaVRJTRjh0biUxWS2aHPwdEUtVpOtLNNL42p2ZTLgy65KdgqMozOaVESuB5dr0LDh+pEi820h2NKwn5MRYa4XpVS5jQOLnF59RFmh6fZcxwSXdDbTUDVyAa7HG8FnHjjK1DVJmcffRI/gfz8Bmk35on2JaTvcnbjNDreZfL0iKS3SW3mGN7xYzzzBc1fP/DXHDh4lKmZCoNuRD4sMbUSHaRoaTl97kHuuuV27rnzXv78o79HWrRBX80FpQ2jbsr6xXWeaNQ4deQQ1VrApYtf5LrKNMeOn+R73vb9/M7v/0eiJEYqiZIludTYZOxoN47LsmSpojsq2OiVWCehNIZRmhMEQzQ+hXDR0sMoDykq+L7B8XKGJrtaEUNiTUmpSzQGrV8Ey9+7z7yR5l4B2mAmquRFjKdCPMcnKF2QGl1GSF9SLuXsWii6it5wD99mJKME33VJrWUr6RPnitRm+J5PJR/S391mIctYwGfoWk4X++zZjGODGRaWJQ/3h6wOXY47ETu5YtYvmFiaZfm2m2mcPEEpJc3+iJ3HnuXJhx7iYhTRPDRHuBPTTTr4bkE02Ge/u0lt5igHVw4zO7fAY089yhu+/Y2Y4jHKYQeNGedydy3WOjz2yP0cX/oOVg6d4OjKDez1voBRUGLRGrKioLc15Hxtg8dPn+FVd92M8oacOfNFbrnrTXz7t7ya0+ee4TNf+GtwC0rPQ6hx4rccPTYfGYUuLJ2eg5Elg7xka2Co+hnKkQjpoq1CWwcjFLXAZ2kuozrdIMNB4ILR5LnGmHGIV1mU13T8XxBSzaWTOE0fYQ1l0qPeWsGfnUX2YqzISPJ9dFaQJxEyqDI9d5iwOkO9GDIbd+i3O0RZQjvuQ1riG/BjcIIqOxWHtq/JM00WOJiqS+qGdJIIef5JZLVOR1m8EPa2JY35BnM3nuDA0aPUmxN0t3cZJUPW73+IS1HJVmeP3SPLNGsFl+KU5r3HEUaThR77yTaHhGZ2Zp6lxWW29y7z8GOf4tTil0kHA4SfUxYVcuOR5RmbWxuce/YR7rzvLdx772t59IkHKCiu+npZ8lJg45Lt1X2+9MizHD0ww/L8NM8+9TSbq8dZXDnB27/rO3jy2Wfojzq41o6LFYgMC5SJuSpYC7JI0TEwHFq2XIMQGoG+Wn9Gjc02SnBwqcbEXI6wJcY4ONpQ5mbscCzkc/WUryVemMLcc7MYNK4GJ2xio5Qs3SUfbJHqCIKQLBmS9UeYfI/SlAx1wmA4YBANyHVBYnNEWXLInWIynMWGAZeTLbwzOxyZr7EdOOwVKdtbu2R5wUHpML88ycgtCI3ljpcd46mndhnIgLk330laFGSeZf/xfaTWpLcs4FaryIvzVKTFTLjM3XiKuQOHUWJcEWGYJFibUqvVWFxcZpS2GfQ+T1bbIO2nuFWLnpYUSEZJzn5U8uhjf8tt97yBW257Gc3WDPHeJo4QGAyFMRhd4gwTLlzc5nMPPMIPvu2NHDg0x2MPf5Sp6Z/ghuM38C2v/lb+8lMfw4gCV1bAjJAiJhUlRWLQ5dj3vEgUZTr2SACBFQbM/+FW3JhUTMzUCCeCcf6vUmIMCDXOww7iqm/7i2D5G/S3SKIeSRohAokdjMiTHpktKLKcYphTlCnDeIC1BmNKcqPH1UGtRglJON0i9hzWhzEb7FAkOXNhg9srK+z7gl5/i6zVoGIsM1t9Tk5OM33cZc+MqAcuszed4OTcAhc6Obm1yGaACEOmX1XD6WVMT9+MsZLtjz9C0Okg/ZLDJ1eQKhwXBiohy0vyvI/nVllaWGaYPMnK0pAkishgnM3GrVEYj04vpjcUPNV5jN3V86wsH+WGk7ex293ClFftb4yrqRYlDPaGPPjIOW48dpLbbj/B5FyXRx79NPfc8xbe/pZv58Llpzl/aRUVgFAVpLIIcoQsKJKrS5YFY+w4esYCV3dxQggcR7C0ELB4oIpwHMpS4liDQaCtQjmSsgApBK56EUTTPHXxQdJogAyriCijiEZk6QgrBJ5yMYVGInCdOmWe4sqAmudQpiMMFuH75MOSGXKkUyWsTNKxBU+NruAtCRozEyxOLLOxtYtVkuV6HX/S40qS4QnD7IwgrQgWT05SXNpjsH6O+aMTiDRE+BNEe6vUghEZDml/h0sXtjh85ASmBNdTOL4zLquLJisifF8wPz9LkhaERZ+sKLCBxrgCqabQtsnmZkGpaxR5wflnHmRucYVX3PsKvvzoZ4hsBhK0gUII8kIgs4KdrRF/+GefZW62wdLSDOfPnGVr9SlmF4/z9je+id/5/T9kOErH1U6rAkyOEBFSZcjEQef2qjJ0HJP1PycEqjckS8tVwoZHUSpEaTHCUqLGu8irudYdpRAyvKbj/4KQau/yBhWvgZ9JQtXCqhDqS4DFUw7V5iTD/hWyOCI3hjgfEZcJI52Q2ZKK0Ez4UxyuzFHxahTSIuNNZoyhn2Z89swFXnbLUW658RBr59fZUl38yRRFzm0zIzrNkOH2GnM3HuHKxTVWagHtvzrHIIXDd9yFn7t89Hc+yrAAbXxkoTn3+C4f/+xpXvn6V3HjXSfG2eVsxiBuU6+WzEzVSHttylE8rpjqK9yqpBSQpF1WL/eYnWlwy/IBsrJHFve45cbbOTB7mDOrp68GH1gMUBaaLAMhDJev7PC///eP809/7A2sHJxn4+InmKjUueX667nr9uv46y89gdAGCKlUHBxXoJRDJlNyR6MzjS7G9aW5Km8pRzA77TAzFyBdhU1AZwXGFQg5djG2ZlzRdex+/CIQ1FGKXtahM9pA2LFA6EkXrMX1fNToMmU+Is4iCjsON6riMt+aZ8KbZGLiICbNGUZtLvTO0TMjElFypLZA34MH+h2+8PQVrj9xgvmFCV7j9NhFcdKLCVTJo491Oaz2uOtVr+BK5285t67pbOd0uyO6xUWOXn8DIx2yuNCiv7vJZEsS+oo01tSEiys1mXEpC0UcDzA2psgeQ8RbFH1N2k/xTImcb6Ex9IY77G3tMFFZZm5ZYPQWw84lWpPXc/vNd/HM2mmsNuMBFWJceAhDUWpsqnjsmXX+x198me97x2upToTsbT3M/OGX84bXvpJzq1fY3OgihUU5Atf6mMq4vK+QGbkcl5bTpcFczcwfhDA/HxI0XYxRmGKsLywLkNIihcWacR51rcFRLwKZ6tTSnSTDDvGojdY5Uig83ydLhuNwKiRhfZlgLsQMu/gypFJvkkcp1gvYH2yxH+8xKCOq1RaHKyvUXJ+k7DNq7NEcWbaiPmfOP8WhgxXqsxO4WjJn9/jwk5ZPr+XcNQvf36hx5GSLv/xsRClbLB1b5PL6Dn5zjsOHDzK/vMxoepqKV9DNarin11nwYjwzJLYeVghGcUxn/2/ZO/sBTJqTGw/kED8UWNfF2go7O6sMRh2aWYN8P6I9WOdCOcWddx/jjlO382ef/jP6cQ8pxllkpAvaWKzWaAF5avns35xlbnqCV957jL29Zwm3Zjh44Cjf8ur7+P986JPoIh+LTFIiJTjKwXhj/zIpNCKXV+cbzWRT0pp0KRCYyFDmltIq0AYlS5S0GCMxFhylqFdfBK4vxhSIUtOszqGAokypVOpop4E2lrJIUNLBERWKisugv8t+OmRoIkY6pRbWqUiHI7UlQhUQRUM281X6esSmm7E85dFJIr5tXvEtCzGbokYz2uJSWvLwvoN1BHl/SJH4rBw/iP74Q8xWfQLHYjzN5sWnmJidJjR79LMRnVHG1tCQ9Ad0tvepHW8SaweJQ7d7ifTSFyG6TGP6KLTmGCaP4s7k4NZJ84ILF3YQWrM02eDQ7B3sqSU21zfIb+ly8tR1HDt0goef+TK+shRI7Ljq91jpqAUWRa8f8b//yd+w0+7zmnuWuXL5c9wwtcB9d97CY48/w+NPnUaUBimu1keWGuVYTCkxQiCVQXngKcFUy0N6kiQuydMMa9V4lvPGlcCwcpwzDDnO/uKoazr+L8zujx6pF2HyLtKO1+5eGSOEIS0j4qxPnpbIkcRVLtVqDaEFByZP4eaSIKhibE6c9bg4vMSq7hErwWk/4nJh+bZT1zE/OEslULQm63S6XZrVEX9+2rKdKxqtFvEo4/LFPeZXTlL1vsRMs0FYr5H3dgg9RToakvcEc9PTPPLEOYpgClFp8uDTl2mcmiXyLIEQpLtP45SrLJ64kUNHX4fREXtxmx5baOEQx21G3RRtLdotGA3XiYc7XL5ymf2dixw4fAf33HQPjz3zMEaXKGX5SopNR0FhQJoSZQT9fsn/+NSj7O71eN2dM8xefoKDd76e73zTG7iyukmn18MIhVIGB4WxDsgSqcbZX4QyBFVJWPcYFQbRLZAC/KpLUHFQjgQ9niUlY9WDoWQY96/p+L8gpDp+z5vJQ0sW94m3NumvXyHPElTdp2kmmOIg/sQEVeviJ4ZgepK8iEkHAwbRNpe7l+nYIc9M9Tk/n9OXCldBoCStwnCpvcHcfMiFxOfhtZyTjX32I81TPQfNWPYYpSnPPnWRt333PSxNQOgYDhxcYfXyLls7Pa5bKCn7OZvbA5LhkEEWkacp++2CK09cpnWswiwb+NmQhRNHOXT0XipYCi7TmtoniQyRFbiErCy8isef/lMutNcQpWF3p8vFK12OP/04J657Gd9y3yv58Gf+iM32Dq6xKCWQzjiPuUqhuKqALLUgSTM+96UL7LU7fN+r4dD1r+bOm2/nLd9+ng/9+V+SoJHWIEuFIMCahMwYpBlnVqpXJF4or7oXu4SBR1D3kI4zNhdZjbAC6chxWnU79hi9lnhhZqrtLfyZCerLB2gdPMTSK1+NRWOKErU7QvQjijQi7ewTJfvsDfrsdVbZzHfZS4dk9Sr9cMROy5KUPr4wuJQ0pWaxKRCyT1Jq8lSSW8EXNxVfWBUMBChPYtKIJNc8+/hTvPN7X8nKwSpnH95kd6vH1k6XkbHgTRI0POomZqYG5y49yyjt4XrTzCxJ7pxJmJYCv3mKidkbcTKfPH4GJh6gVH2EmsTmkqpc4NYbXs3H//rjrA8G7Ldjok7JINI88PiDfMd3/SiHjh7ldbfdzUcf+iRlZtBWIhyBEQphS0RekJdj//GshF5f88SZPaIo4tjRL3H7a7+D73zdt7C5fZ77H32aPHPQSiDV2DNBKkGucqSwtKZ8alMOqhHiiQpB4IJyMUZgrnLHdSSgMIx3juW1rXf0wpDqcR5AbJc09yaZDA/hleMsv1kZk+UR+/1d1tNtOlmHIQn9rGDYFGRugHYUjirwrINXClqyAAxGQOEo4hJcZZCuR1HL+ULfsLWr6WUQBAE1x+KLnEYNsvYm0SjlZd/6MiqVbVbX+/SkYkoo5heazE0HNOpd5hZbPLy1RqOueNV9y7zy5kkWgwRlJ3DDA0jbImlvQvUSpTegl5Vk+OgSauEJ6s0p6tUmO0nEXpoRF2CV5fTGOS5ffpobbriXN7/621gdPsFuL6a9W6BNjnEElIKiAK0tpdYoIM2h37NclBEf/NjHOHz8dlpzU/zIW95IrWb40hMXGEWGIvFQykGKcUEo38+YmHbxGgIVOLhGYYR6rtgRQuIoheOM/dULHERpSeIXQbX3zzb/CqyDS4iftXCTKlHSp51GDLOEWBdYx0BVIV0fpIPjuijhoRyBFjAqXUoEVnpY8vE2PM6vRj+Lcf5QK3EdSzitmG8JliqS6YZLISWzM5PMzK6QRpLlY3ew9sQH8RdhtjXD7GSDA3NV0uE2aUWwtRWxOKF5++tP8MbvvJHZRowqZqGoorSDtn1E+Cxm+gpdDKPSQZcl3X6CUzEcPRQyPz3LdmcTpwKhtYhSIG3M4w9/mlM3382x6+7k+keWkI0r6EQRJRbtjNOhSgp0CVlux9VYEZS5IU4KPvfUQ9z2iT/h+975E8zVjvKOV76aleUp/sdnn2EwKFEpgAFZUm9AbULi1xyEcHCsQXM1T4KQKKFwXQeswlqFKQ3xMCPuRdd0/F8QUhV9l8wIUlOQ630KvYu2BqM0xh+njnA8H8fxQEisHddsEWqcA2Bs1x/H+GltMXZc6SrPxulxjOFqmTGBueoKq4RkIzJ4vRSrLT9+7Hpuve1VOHKWsOZz8sQBnHhcaaI2UScuegyWE6YmYibzgoNvmuS6A9fTchUmcrC5RigHY/uo2irUthjYmLhQWFtH54oLa5foh+e58dRdHF+Z4elLY7km8EBpS2gtZ9ceZDTYp95c5OTRW9jcuMRwAGYgyVPwNSS+QiQaXY6FeOVcNSQDSWr52IOf5fYbb+HEDXcw0Vjh9kNtivti/uKBy/SFxlgHKau0WhmNKYtTF2NfrFKNq76XEtd1cTyFFA4690mjgkEvpr83pExfBPX+SuVhXYMyAlU4WDEuAm0dgdYGi8L3PISU6Ktl7MfusxJtwBiD1iVaa0ot0IVEa40uCnShrwqcdqz1FuNdjEWQoImycWrCD3/xGc61XU5e3+Etb7qT+vws689+nOoBi1x2sI2EapggHUEzm+ZEego/Bz3soTtDXHcCU6tj5BV0c4Oh7tJLBJmuo3OPdnfI+Ys9itYmSoZU6vPjUHMXPAmuBa+09MoN1i4/zqlblzl1/DX87eZncSptQuUgR4JC5ASxwnXGhCyLsd3R8cf1oKRUrLYzPvjpP+ZfLh6gObNEw3S4a2Wb/r7HX50ZFy133ZR6K6BStxSiAgRYIQCJ6/gE/rgKBEWDOC7o7rXJ4xjKHKVeBKTKhIsBrLQ4nkYqiTZjTbLUYzO5kFejZxmTQGvQJsVaiykdjCkptRkXly4gzwt0WaDHsZMYQFiJkFx18zAI4bDQDJitB1ze7/FXDz7Ala1HuOF6uPumUxSNKZjfAldjbYUgv4EwPUCYBtjhZZLNy+NikNU6ebWKqJ7FVHYYptu0I0uuJ9AWsrTg/OV9ttcNLZlhrWRycnZMKNcSOmAycKQlc3MePv8Jjp14BVNzB1jwDnJBtAlDDyEVhRTEaUkwUiSxpSjHfujSgO8ohFAgLE9trvPRv/5jvvvN78bxV8jM07zyunnQO9x/sSBKBWEtxfNDPDmPFhWKbDzbOtLB9RQ6c+h3Ejq726RxhOOAG2hwXgRlRJAKYS1C2PFOR4ISBpAYK64m3xr/ipS0lFoi0BhbUuqC4v/b3pnEWHad9/13hju8oV5Vd3V1V8/dHMSZoiZKsgbIli3FsWM7COwYgQ1tEhjexNlml0WWATJsAiQwkCDJJgmg2LFkWxJpMZJMSaREiiK7SfbAnmuuevWme+8Zszj3VdOBlSzSXDTcB3jo7kLXq3r3fvec7/v//9//Mylnid5hG2hqSYwO79vef2iDyUNUSBnJlOKLzz7C7/39L7N6fJEfv3uVvb0bnDxtefSh46jyOMvyl5g036eYnqII55CNJVRbmJ2LNLs38eSoxSX0cp842MTk1xmNh4ynEi+OIOhgm202tvb58YUJ0xpQDh8jR5cPceKkRAhPbKCRInmSqMiF26+wde0nnHjqCzz72K/wo9sXMFJSSo2PglnfkC8YesZjQ8QYaEygYyOFinjrmc3gxTdf55lHXuGppz7LZrPK7fVrfOLRVU6sCr51YROUZKE8Tj/7CMEUNOWUXr6Ic45xtcftndts3LyON1N0IQkYoqrx9wNNAxopA0J6QhStA6VAqZBmywUQSqQjkUBscmTm2uNQEXxFUzWYBoJrO0sAIR0gkthMhFbcn7pxP/HwGf7pP/5dVh9/GGLDL557CIIFP0UUJ6Eeo4cwaJ5LZmZMsc0a1WwHpaeoE4eRvYxYOGq5w6SasL+7xbQBqRbJtMVbw2g05SdvjaingcNHBEV/jHNTOr0e/W6HqoY6QpBgAgzHkts3R3xr8AK/8/hneeiZz3D0x3/I7XqLQhR4peibLs3E46pAYexBs0Mz8filiPcR0zTs7Wv++OU/YvXwCk+d+xRv3bjK1969yc996BS/9fPnef3au5TlKY4OHklCvBgo8g7rG2ts3vopG7ffw9sKmXuiqnGxxotAY++DxocYNFGGRFUJQCRCExJvFZIhUPtvQVEIvNdIIl4ZdOaQ0qU5ra2gIyapYuomEpEQJUqkpspnz6zyB7/2JQ55RXPjIvnx04h8geglOAPVDLu/TrSWiEyBWJQ41YVsRBPBS4eptpmOMowZMo4TosrJpEDKjGo6wVQz3rk6ZmO/pj8ArSNSVQQ/xlvJnRtHMVVMgrxGU9ee/d2K8e4+X93+Ln/ry3dYPnWOx489yfb6i6Cgp0uEl4QqYuuAN9DRHt8Eohe4kafTA1N7qqnl4q1t/uyVr/Obv/R7fO7JT/GfX1zjT16/xrPnLB9/4sOMZossLZykqRuGwyGbm2u8+/b32Lh9iUhAFo5ARZQOj6Cxjrq+D5z0DiZeRtlqCmWaTUMkxIgUEolCZwopc4iaGAReO4TIkVJDzJFySl1bbCNbZj29N6SkVmeSTglf/uRHOXHuFFP2qfY26HW6dLse31REM6SqbmNHW3R6Z2lcTjMe4d0IMx1STW5TVet4ZfEITF6QlRW6n1HoDE2JnQaaWeDdjZp3N2dYL2gqiC6n6iwAGU2VMdzoYhqNVAoRJN67JPiLUy6tb/Lit7/Fb37l93n2qV/mtZ3vMotTtNQUhaA/KKmnlugivglUM4erAlhHmBlkr6SpG+pa8Orli3zy4dc4//DH+NSjz/EXF37IT97bxAvNRx9+nOn+RfarZd668AbXLr/KdHKLoDxKWepQ46MjUmBMpK5BqvuA+4uoVPKTbn7EtSRm6hAJBCQSrTpoXSLIETEZ7mnpUXIGMSMvFWXtmY0d9dTg8CAEWS7IO5LBIOfQUsm5x45RFbv0lxbo5Y+h82VCXTPbuYOtNhlu32a0s4XUa7jsKMVghf31y7h6QjUbEmUHnUExyMhLQbd3iGyhixCKxlbU9Zh3bk544+aI/WFgul/STHOEy5h1iqQSEAEpFVIpZMxBRVQELXOkLKmi4avf+Bpf+rXf5sTZpznaPceN2eV0s3VO2c3pLhYYZ5iNA8pA0A4JNJOabq6ggHoa2B1ZvvXGd/jKuY/y/BOf5dLGTdaGG2ztwZXNwOrhih+9/BJX3n4N02wTixqROZwwOBHxUaWHIgbKjiPPzT29/x/Q8ScJQiLCfHpW4pjSEZhKYKUUIpbI2EWKAqkAHNZMUdrQ6TmU6iHoUvUdW+vbTCczhBJ0+pr+oGCwpDl+YpFsuaQ4chZZ9FEqI9iaxkeypVNILRgEC36Mt7s0doM4EhxaGFCpHZaP9omxQRSL6K5GFAXkEu8Mta+YTma8dXWf164M2d1R2OkiwXawlcd5R1U7ZJwhqNNnEBBwhNamJ0aQUqIyyTs3r3HhzVf59Gc+z0NHnuP6zesIHVA+kHcyOoMSYwzeGYILSCFQQmJtYLZbs5BpXOGpa8cbN29x8Z0f8OzHvsznP/Z5/sdLf8T+ZJtXX9vmRL/D0ZUeFy+uEcopFJagLS6A8Rm20ShhyEtDrizW3A/VH2mquNQhmZQFBcIjBHiv0QpilImPkim/8i5S2zGNHSa6QqWboaUiX+rhmoCzAZULDh3qsLhcsnQopzso+OZrr7FTKZ48fYalMkOKVBqYap+69hiniYNDxLBPV+VIrSDM6MhFkIEQM4JQOO+p7Szp6G1ka3fG6+/t8N7ahGqvQ2wGYBQ2WJo6YJ2hm2tCqHFmH9tEXBMhekIMWGuxzoKIEDOmruE7f/kNPvnZz3L+zFO89O7XiR1QGrIgKQtNVWYIZREK8o4iOlA2YOqG8ZZkUUsmQpDlim9feImHH/8kD535BGdX3uDV73+PZmfMhgx87hc+woceW+HSrU0aGWi8wBiNCJ48m5GpgDWeza3A3vZ9UP1JMWfdQerYTh7gYIaK9SlH8sHirUQisW7MeLaNcxapWnA0KKIQaCVZ6C0QDht0KTi00mVhMaMoFabxrG9s86dbf84PFpd4+ORpzq0ss1SU5NKCHxKpkCojMKAJFhUgSkUMHmccLkSct0ybmsZYJpXhxsaMa5sTdrYtsVlE2hJnA01jqY2hqj114ziyuICPY2bVDOtqjM0IPhJJ8IgzFoRHKkHw8MprrzIcbnPyoaco3WGGs13yjkCSjstMacpuhnceU0dc7ZPtD5FoAvWuxwdD1ZG8e+MOr7z6Ap/74u/w+Y9/mSsvv8ZE79EUE9689DIfe+Yxbo8yxuMpMYKWlkxFTAO7e4LxrmA2jkzG94Gc2FmB0K0O0QmkSuPrQwRiBghMkxFcJIYaY3eYTHeomxneSZRULC72GSwUSJEcYZQSLB7qU/Yk3X6OkgHTWHzwRAJKwabdYW805M2rJUcPLXF6eZHjA0OeRZRMZhTOBxpjaaylNp7GJqOwIMAQGVaOW3cmjCcN432H28vBSBSOxnhmdc2stsxqh3eO1ZUeGMvlq7eZTmuscRAEIXqCD4Ro29JVgRBcWlvn9R99h8/9wpdY6J7lxq07HD6e5jQrFcm1pCxznHMY44gyggYVIp0sTRdVWcTuT6lqwUvf+CaPPfJxVs58iOee/xg/fuUqJk5Yr2su35E8fPwIu+N9EMm3arwvGA9L6lmBbRx11VBP74O+P+cDWiScJNJKLqJo86qIiImucdZgTEXdDKnrGtM4mjrgm0gztciTPbpliVIelQm63YKiTO/TNC4FVHQIGYlBQkzgaCMc67tDtkcTLmSKIpOUWeIXnfM4bxFKkOUSpSRo8ESmM8vG5ozJyKc8Zuxx00CsHcILKueYzAxV45jVnl6pOXqkR2UCP/zxNSbjOvlrep2AKpEmq/soCNERiFTG8NK3X+Szn/40D596lBdffoG8UJT9AkRGnmV0u+BcRpUZjIYiV3gkOtPoskOZL0A1opALTIY133/xq/zyP/gDnv/Mb3D5zg/Y3V4nBsPl9Zt84dHjnFzqcH2jYrijcNUi3mqcNdQzT1VZ4v3Q9xdJKDMhtlPRQ6JcfCR4m3Cs0CRpcXBEBEJkqRkk1FgT8M5SL1nKPJBlim5PU3bBe4u1Fu99ezFCMlAFghTEoIg+ST5cTH5OdRMYkfyd5q4oeSEppEJGsMbRNA2TacV07AleMJt46hqs8fiZI5jIpLaMZim38yFy7vgSp04usr035eJbt6jGNVKnylcgESo9WM6lJgdvgQg//MmbbF+7yjPnTuKmks07Y1bPSJSU6ExRxpym8BRl4joDoGJACMhETqG7ZN2cbu8QSg65eOlHPPL6t3js+V/j7/ziP+K7X7vEO3sb7AfH2+s7rOQlPx3W+GYJb3rU1YR61lBXBu8C4n6wvPY+JPIqioMdKvpIaIMryVYUUiZ4QFAg0EmtgEjVWJRopcl1Rm8hoygj3juMbbDW4EMrE5HJMgc0on0l3Cvxi0SZxsICQYg0IiRmeCswCISKOJ8UENUspK/XHjOjlaN4bONoZpbxzNOYZJahlOT5j5yi3+/y2jtDblzfJviIzhVKe6QCGQXRSVzw7Sy+BACv7+/x3rsXefZjj7M8OMyVWzfp9HKWlhWoZEld5Bn9fgdJZBQqcJFAgzNTbCPodpYIIuD9hMVCsP721zh7/hFOnnyCLz3zd/nMd/6Qd7B8d1ajMoHyJaaR1NU+1bRhuu+wziO1QN9bI70PaDJpDMQg2tH0oe3LTn1pMaT8QimZoIQgURK09ijVIdMGKRuKLKffW6DTzyi7Aecc1hkaU2GtbQVnGiVTg4IkQ4os/V1opFAQZNoxZGL7tVIIEdMOJ1KkeeeIQeKtxNYR20SmI089izRVoK48deOpak9j5oEBZVfz0Y+exgfDX37/AtNxA0GjM1BZakLQGUQvcR6iS/uqEJHKWt68fJGPf+FjPHb+KD965yprt6fknYL+Qg6FJveebrckhpQ7zmyDdTXSbSNmI7Ro8I2m19/n0OAE5zoDdl75c4pDx6j0IUy2ynPNGoMAL+8HDmc9bo8M1bSmmlqM8agskuWSonMf0DS2ARkESpHynSgIXhGDARL+IkWBUiVa6XRzFUgMgoCWkiLrkZWCbh+IAe89xhhMYwkhIBUILdpg0SnAhEJKjUAlBYOQyTdcpgkHeZ4jZeIiQ/Q432BswDmoKoetItXIMd53VDNHNXGYmaOeeawJd3E2BEUGi5lhb3+fV1+9gnMBEZKbn3MCbRVBS6JM0+4j7c4tkxLhrfcu4+sdTh8/THCwvWE4vFTTXShRuSCPJUSDrTVlt8S7iGsMZDVGVlRxiiPliN/f2iZWl3lucIK4eQzRW0asPs3uuuaRzj7NZMKehGY2ZjoK2CYgZBotUvYEWZ7f0/v/wQSV9eQyJahSt0MNYyDp60WLUaWbLWKJEODiFB+mRBoynSFEoNtPPF0g4rzDOde6xHEQLFqpJKlVOtk7Iw58BYRUaJ1RFDllWZJlOVJKYohY1wKTwmPqmmpimY0sWxszJqOGprI0lcE1HmcToCti8kRACM6tdlk+JHj5R1e5eGEDESSiNcZInlSRECHqpKSICIRsd8cguHJni2m9xyefO8cvPXGaqYGbm/v0DwcGyxZdFMjYoak9hYHYExgFUlmkdohug/UQRwITBS+YEVet4fxsjbM7CyyVJ3Erz3Br910eH1TsjUe8UHu8iQgieSHodKDIc3R+HxjJmia1UqssYVBKpk7Y4DTgQaTKTbbHUAiG2gyxriE4QZSWXq9LUSpccITg2+Q8ACIFk87QOkOprNVpS6BVkSKRUpFnKZjmg3200iAk1jqE8GQqo4mKpnKYWWDrzojNtRHNzLX2h+0uE5mzmQBkueD5pw+xPxvy3796hbqyCJGKgChAIgmI5KYyHz8rU+ESokIQ2BpP2Rzt8KGHzvDP/8lXmLoB/+zf/iHrd7YpyyXKTobQOWXZJfi2CZXQ2gRVCBFRRcpZlYeuUjSF50YxZtaNPBFOENfeo1bLjMcTnlvY4HcfFvy7C1AHQVYKVK5RWUHZuw+qP+csUYKOCh0FQZIkMJGkjfYZEBMd4RuMG4FoSDdNkWcZg8WSQCA6j3UmBVQEpVQ7qCcFk1IK2Y4siDHtUqLVYpdlQacsKcocrTKEUEnrHkQSCcZkyyOjZm9ryo2rO8xmlvg+LDCpS9OfUUSKXPHEmS4ffjLnpR/e5q2f7rY/OxHlsd2tYoTgW0cWkb4QIsQQCAT29iNvXXqPD505Sf+xz9GVA37uwz/gP33765hxnj6fzijLghhl4lO1wDYNdRXIK0XvcMHCUo5yll7W0JUBScZWDJw+v8Lq+SV2//IV1qc9osj5xbM1MeT8t5sNEw1KZWRao9W9zanu8QCJtHxocNZSN46mdljrkxzYtYEVwNnAbDZlNFljPNmhaQwxeKKIdLolKtOtnNjjnU83TaUdKsvypLnWKajev4SQaK3Isow8z8iyNteKKtFCMSYuTipiiGipCNZz/eoGo12DbdvEg4sHNYaYn6jAyWN9fv8fPsVIzPiTb260c13SkRwBREwdyDGkFv8YiSHgXaqKg494G5lVPjWxqpqQ9SEvePKZxzhzVnP0pEIpj/eBrCzodHt0Ol3yrIdAJ5nMVOBnAiktulOhcksoBZVWbOw0/OkL36dz8jTnnz7GkYUZNycZ+zPNF88ZnjsSKfPUsZwVAZXdB+CnNQ6hI1I5QhBYJ9KTDknWQrrY1jdETFKBRoEQmizX9HqdFihN3lUxJiwqHXs6gYA6veZK0CS3So51Sqd2biU1QsgEwLZ6LIFo3ehSbhFD4MrlG2yujVMgwcGuImT6nigEhJi0YMLhM8OffmPI1qaj0BITwjyu2sdUEERAIImetOMSWmeW9Bz7GPnJm3cYTbcZ+C1U/xyrR4/x+OOHOP7oElvrcPNGOu6F1igNeSYwucXHEZNpjfUOLXMWjwkmOiJqz9QE7tzx7F7b4crF91gOOQsZvD3zdIuc80rzlScMz+xG/mwvMmldYO7l+mCCyjftUy5RMiW2UqaEXUqZTFK1JC8i3pdI5xEk2UhZFGRZ1jZCeHzwSbMtBaoNJKValYNMLfVzsFFKkmdAG3RRiIPiIIiQZDghObv6ELHWJkvFt9ew9V/NK+a5FJCc8GSk01H8vV9/klo4rrxj+NS54zw0WOC7N9a4ujueywmZP/fpE4cDnCzGSEsv4CNs7jSsbe3RG7yFLPpkSnFkYZFDy0sUZcZwb8RoP6JlhpIBqTIy3YW8xExm2MoSjKeymqwLQQWsFUz2YDSNvP36VX7+qRN0naWuPF8fwjNHJE8t5vzciuFoz/KNSc0teR8k6vNRX1J5vEx+SSGdDWihyLQky3KEbOEEF3A2PcVFmSe+LyYknnDXn1JKkWTIKsEVyQO8lRqLQCYleZGRFaodQzZPrRM+5kPrMx4j1tQM93e48NZ1hlv1X3UMe/9qu8YyKfnbn3uUX/31p/mX/+aP+e1nT/L5555lQeeEl0quv/wGMc7xr3mHT5I8p4BK7xVbfAwi65tT/uhrr/P7v9qntO+Q+ZpBlrzjiyN9Vk/C/u4Y4xI8ko5sgZI5Qmhq47CNp3aeciDQPY3Qsv1hgR9e2uDJpz9Jj+8x6EmubUfe3aswD5dsTyTHDyl+5Yjlf05n9/T+fyA5VVOnGXLOJe9MawPe+ZZaASE1Oisoiw6dsk+3s0Sn0yPLVEpMxdyOKxwAle086QMUPYpIwBNwRBxCOlQWkymYlG2OkwIuhESrhBgIIWBNzWy2z7Xrt7h+eRvvfkZEtfGBgMGg4Dd/64u8/pPLzK5bfuP5Izz5/HnOPr0CYXI3aA48N9sJoTG9pJg7tqTunzTZCr7zvWtsbA8Z3ryCVIpO1kHpDnne5cixJfoLBU3VEEJKHWJUaJVTFh2UVATAeKgtGNtWv1oitOKN6zf4V//hP/LWhueRo4JnDndxQfBf36l4YTvy03HB1rjLeX1vO5Q/mETdRmyd5OHegjORpkmt3YhADBoRCyRdtOqglEYIT15Ksky1R8/8OEp50LwDJw1KjIRoCdEQoyUKg1ABpZOpFzJxbsHPSe3URxi8xznDrBqxO9zl0tu3mAzdz9yl5oWbFJHnnjzLuTNd/uKP3+B3P7HEmScfp7OyytU3f8wPLt1oCxCZdiVim7AHgki22EmTr9pmDQ7GpV29MeanP7yAHW7ggqcsMnRWgNAUnS6HjiwglcBaSwiQaUVRdCh7fbqDDrqbEaJIvKKPSAJ5Kej0kv/Ue9tjXtuoWe4UPH+mYLWn2ZtFXl63vLJtsHnJxNwHnp9FR+BcJHhS123qzqLsgmwCSlpsZlF0iT7iwpgoarrdpZRYtwF1cK/nIzGkOFCRxnaXEiIiZKoMpfJE4fHBtryfwHmHiCoFlxBU1ZjJdJ9bN9dYuz4m2r8+okR7dEoS/PCJj36ErWvrfHpR8anTJfLwaWY/+TP+/dff4NqeaVGpgxKQGFOel95LghSIcDdRjzEFnjGRd9+9zXOnThO2NshLCZnEe8hzzcrRJfa2LdvrMwIelRXp+gZPCAaUwNoKpSIyKkQUFJmk19dM9z2zSWB7ZulkgmMLjqlJKUPTRN7eaSgHhiH3AaKuszQd04ckIfZ1pB5FzFhQ9jxuocYbhS8VKnMEpmR5RtEiu/NEN7Y3SL6PbhEiyUhisrwnwddp9xJSAKmU97g2ZZYtMJranGbVhP3RkCvvrlON/u/itLboQwnBqZOHGd95nS9+/Cj5ygnMpW/w4otv8823p6kRNibraEnarVqi7+DDCNKpKN733hGBULBdT4n1Bptrh5n1YFEnmqnQOctHepw9L5mMbjIaGaTU5EWGCyWIPkJHrIkI5UAqFJJMQ6cn6C0omsrTzzPy/gJqOKVyqVCJHiZTzytXh6jsPtiphBS4JnUduzqmrdkms61ZDXbSUJeWaXdCXqY8aGGxj7zbh0OragHSLiVkekGCGlKuleQvWuk04lVCiAEZYxrmI0LaP2TAB8esmjKZjrh9e5P1G5Pk0PszVmwpmRgC+EDcu8qRBcdy7wjKbHLljWv8i78Ys1uTgrp9AALzdvz2WkSR+tSiQMS2HWTemS0jy8uRY0+UqOVIvVWR9zQqJimQ0AWiW7K6qtnbnjIZbSTbgChQIkPrLlnm0JlASH9wXsfoKfJAf5BTNJIvP32K5VNHeefOJUb1HDYB06TmXp3fW436B5JTSQ06l+BScAhIrH0hyDpQlJAXAYnB1p566tuqRrV0B63vuGhpngQhSCEORpZBJMaAkMnMQuu5Viq0oGnyYgjB47xJgkA7Yzobs3ZjDzP7f1MT3iVjkMY4fvrq2zy8WFL0c9xkzA+uOG5N0sDrGOZJuUDE9GikyjONmp0n8fNgmj84WSY4f77LqSeOsb+yiC5zukUP65Kgj/Zz9/odTpxaYXEp4Xfe+zbgFVp20FmPTBdkWU5RFAnPy+DwQs5XPvsUH//wCiI3vLpdMfPhoEjwPqkymtl90PiQZzlaO8oiIzqoG0ddB4xNTroxF4icNG/O0eZbnbQjpUeNectpyqPef/TN862WWFbJaB4p8SEQcYQokxJC69b8PybpjDVgBUcHfewxx+5OTWU8LvzsixpCkrtcvT2ish5dwvatIf/lgqH2d4MkHrxFcrUhpISceUD9n0vAQl/z0EMrHD5+DA4V9LdzbMgJ1T6xsEk9K1MDyMKgy+BQj+2tyUFOKaRAobHe44UkUwIlWvxOBo4vdXn2xDLdfJ0L74349qVJym/bfC71JM7lSPdufUCJuka0hqUyZIjJFBcrfJvI+hCxnpTYAkWW0el2QL4P06G9YfPh0jIh4SHEg/+T8CrZyl1EUjDE5MmgpU67Fr6V3lhijBzqL3PsqVWeOlWxu7nL7vYuWzv7bO9XTBpHCOBCAifnlzoE8I1hOvN07YzhpGFmffsbtsn4+441IeY8ZCvUjREvZOt/2sIiWrC6usCpsycoe0eIuaSzBHGi8DNNKNM0BqEkToILnqqZUtVV4jFl0qRFKfDR4kMLV8iIFJpSF3zm7FmKap1Lm9v86/81YmvsmY8YSWlFexzfD0FVdksEEuc9Imq0lagatAfn0s23rXtNpqEoM4oyVSCxjZi7H1O0VtFtftMCh2mXki2yru4GFBIl7l4wn0ZFEWMglwVHFldY6iwhVyPmzBRnZlTTETubm+zvjQjOMJnM2B/X2OCYOM/MBm4Na/YbTWe6h1gaIHXT7hixhQhkG1BzAlq2AG5sq9nQJvMJvF0cFDz+2AlWT5whywb4aIiZp9PvY+sGIXT7XonS2huO2NjYo65n5FkHlWVINd8hFYIMVCSgiNFwtNOnpy3fvL7FD+44ruzNDh7Wu1V1S1UdBNq9WR+QRr3lunDYMCNi04WfN5Wm0y21MmUSnb8/93jfU3OAS4n2GPMHxK0QEaVkwriIB7ya4K9eoBh9S+FIVIwI5wnWoKVmsDigLA8jouPUqRMEYxHBEWyNraaEUFGZGZPxDFtV9EMgZgt0GLLSEayVkcam4y7tWKINYGhHKiQyOSTQdZ4nFlpx/twRPvTEeZaWVpAxmZNNrWF/3RE7kYVVTdSR2hmGo4rba5tMq4aFpRIpNKZJZichgtIaFQuEcEkZQeDmcMJXbcPYRqYy0OvlNJVpOUgS4h/4a0/m/9/1wdA0rgGSptw6hwtp2oFI2N/7LrxAyvSkh4MdpaVd2gpKyjn6fBdlT1+XydLxQKUgD4jp+UiNdCMjmQRrKvZ2dzDMmJUdukVBt7tAiH1UjGgt6SwsUBY5eaZR3hNtRbA1pjL4pkG5dcz2NgWRzz2xwtE9wdrulO2pYdwEZgasE+mzBNE+WOnh8T4lV1IKjhxZ4Mmnz7F68jg66xBCQISS0PWMh5vEfY8+LpFLgr19w/Wbu2xuDBkMSs6cWoEguXxpPSk4RTLYb/cciB4RMmwUTBsAQd5R9AcF45HD2YTXpd+uVcHe49D6gBof5vaKHmIicqWKLb1y9+mYn2RzRQK0pTzz3Wje1MABMg5tTjInlQ+y4XZzaH9eqgRTmR2EYDgc8sabV1FecnixQ7dQLPY7LPW79IuCxUGfQ4sDRLZEUfTIpEKFDsKVhCIgo0dVNdZvgfN84iPP8ZBdZHtnl7XNIdujKev7YzYnDduTmvE04H0K8uCTSFEIwWAx55kPn+KhR07S7XZbnjBxoCbXlOWE8Y5jdD1gnODmrSk3b0zpFJJTq0c5cfIYgozJuOba1e2EfbXyHIRMKQIaIVSibIQhzyr6CzmDQc1wz99NoRTtTO77QKWQJL++BZdlAiYFQEywgGhLbnlA2iOFuCsNiAm2nNMy6T0TEpwSUQ7EeWlXk+23JWuQ+b8TvCixznNnbYfLbw9xTUBrQZZJuh3J0qLm6OEOR4/2OXqox+qxQywfHjDINf1uh1Km46bMO4zqgiJXZP0FeisPgclQWReZLVJ298nLCWWvQmW7ECZMK0vw/oCv7PUyPvzhkzz30Uc5snIYqe5q3okasi6Lpw+zs3aT2U3B5njEe2tTRNA8dPokZ06dpL/QxQfBmXOrbK7tM5k0oOey7SzJhWJIjIKHqDTIjLzj6A8K6pmlaTxRpAoVca+7/j4oL4X2aBMtARxaWS7M1QWgpECrtC2JmJLxeWWULnU8SHpjDHcVAO8jlaWQLU0jia3KUszJ5GRkBSQp8u7OGFP75G5nI3UVGI9gc9Pwnq7o9IYsLipOrRasnig5vlxwYnXA0mBAX2oW1IBj1lP7gqmtmdZjtqeGjZ09bm9M2RrOmFlHgyDPSpb6giJ3rXepIzrHytE+Tz5+jpUjR1Bav++4bxtto8D2CgZHSq7faGhMDVhWV3usHl9geblPlmmshWOrRzh+cpeLb11DC0lUOVrrVMkFCzHxhTKAj4lbLbsZeZlT2wbJ+4Lp3ubpiBjjvT1QH6y/8esDQdQfrL/Z60FQPVj3fD0Iqgfrnq8HQfVg3fP1IKgerHu+HgTVg3XP14OgerDu+XoQVA/WPV8PgurBuufrfwPnjiFDw5zOMwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_model(model_ft)\n",
    "\n",
    "plt.ioff()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 优化思路\n",
    "1. 数据\n",
    "归一化：除了预处理阶段的归一化，可以尝试加入卷积层间的归一化\n",
    "\n",
    "\n",
    "2. 模型\n",
    "深度：可以尝试加深网络层数（如使用 resnet-34）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Pytorch",
   "language": "python",
   "name": "pytorch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
